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    <title>Forem: Mukul Sharma</title>
    <description>The latest articles on Forem by Mukul Sharma (@mukul_sharma).</description>
    <link>https://forem.com/mukul_sharma</link>
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      <title>Forem: Mukul Sharma</title>
      <link>https://forem.com/mukul_sharma</link>
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    <item>
      <title>Everything Works, But Users Are Still Confused: What SaaS Teams Are Missing</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sun, 05 Apr 2026 12:15:09 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/everything-works-but-users-are-still-confused-what-saas-teams-are-missing-oko</link>
      <guid>https://forem.com/mukul_sharma/everything-works-but-users-are-still-confused-what-saas-teams-are-missing-oko</guid>
      <description>&lt;p&gt;Your users don’t care about your docs, roadmap, or changelog&lt;br&gt;
They care about one simple thing:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Can I figure this out without friction?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Everything else, including how well your docs are written or how polished your roadmap looks, is secondary if the overall experience feels disconnected.&lt;/p&gt;




&lt;h2&gt;
  
  
  Where we got it wrong
&lt;/h2&gt;

&lt;p&gt;Early on, we genuinely believed we were doing a good job because we had covered all the expected pieces.&lt;/p&gt;

&lt;p&gt;We had detailed documentation, a clean API reference, a public roadmap, a way for users to submit feedback, and we were even maintaining release notes consistently.&lt;/p&gt;

&lt;p&gt;From the inside, it felt complete and well-structured.&lt;br&gt;
But from the outside, it was confusing.&lt;/p&gt;




&lt;h2&gt;
  
  
  The disconnect we didn’t see
&lt;/h2&gt;

&lt;p&gt;The mistake was subtle.&lt;br&gt;
We had organized everything based on how &lt;strong&gt;we think as builders&lt;/strong&gt;, not how &lt;strong&gt;users think while trying to solve a problem&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Here is how we structured things:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Surface&lt;/th&gt;
&lt;th&gt;Purpose (from our perspective)&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Docs&lt;/td&gt;
&lt;td&gt;Learning how things work&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Roadmap&lt;/td&gt;
&lt;td&gt;Seeing what is planned&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Changelog&lt;/td&gt;
&lt;td&gt;Tracking what changed&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Feedback&lt;/td&gt;
&lt;td&gt;Requesting features&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;It looks logical.&lt;br&gt;
But users do not think in categories like this.&lt;/p&gt;

&lt;p&gt;They think in moments, often while trying to get something done.&lt;/p&gt;




&lt;h2&gt;
  
  
  How users actually think
&lt;/h2&gt;

&lt;p&gt;A user does not wake up thinking, “Let me check the roadmap today.”&lt;br&gt;
Instead, their journey looks more like this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;“How do I do this?”&lt;/li&gt;
&lt;li&gt;“Is this even possible?”&lt;/li&gt;
&lt;li&gt;“If not, is it planned?”&lt;/li&gt;
&lt;li&gt;“Did they already ship something for this?”&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;These questions are connected, and they happen one after another, not in isolation.&lt;/p&gt;




&lt;h2&gt;
  
  
  Where the experience breaks
&lt;/h2&gt;

&lt;p&gt;Imagine a developer lands on your docs while trying to solve a specific problem.&lt;br&gt;
They start reading and then hit a limitation.&lt;/p&gt;

&lt;p&gt;Now a new question appears:&lt;br&gt;
“Is this a limitation forever, or is it something that is being worked on?”&lt;br&gt;
At that moment, the flow breaks.&lt;/p&gt;

&lt;p&gt;They leave the docs, open the roadmap, try to find something relevant, maybe check the changelog, and if they still do not find an answer, they submit feedback.&lt;/p&gt;

&lt;p&gt;Here is what that journey actually looks like:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Step&lt;/th&gt;
&lt;th&gt;Action&lt;/th&gt;
&lt;th&gt;Risk&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;Read docs&lt;/td&gt;
&lt;td&gt;Context is clear&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2&lt;/td&gt;
&lt;td&gt;Switch to roadmap&lt;/td&gt;
&lt;td&gt;Context starts breaking&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;Check changelog&lt;/td&gt;
&lt;td&gt;More effort required&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;Submit feedback&lt;/td&gt;
&lt;td&gt;High drop-off probability&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;At every step, there is friction.&lt;/p&gt;

&lt;p&gt;Not because your product is bad, but because the &lt;strong&gt;experience is fragmented across multiple places&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why improving docs didn’t fix it
&lt;/h2&gt;

&lt;p&gt;This was the surprising part for us. We kept improving documentation. We made it clearer, better structured, and added more examples.&lt;br&gt;
But the overall experience did not improve much. Because the real gap was not inside the docs.&lt;/p&gt;

&lt;p&gt;It was &lt;strong&gt;between docs, roadmap, feedback, and updates&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  The shift that changed our thinking
&lt;/h2&gt;

&lt;p&gt;Instead of asking:&lt;/p&gt;

&lt;p&gt;“How do we improve our docs?”&lt;br&gt;
We started asking:&lt;/p&gt;

&lt;p&gt;“How does a user move through our product knowledge when they are trying to solve something?”&lt;/p&gt;

&lt;p&gt;That single shift changed how we approached everything.&lt;/p&gt;




&lt;h2&gt;
  
  
  What we tried instead
&lt;/h2&gt;

&lt;p&gt;We started bringing everything closer together, not as separate tools, but as a connected flow.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Docs were connected to real product decisions&lt;/li&gt;
&lt;li&gt;Roadmap was visible in context, not isolated&lt;/li&gt;
&lt;li&gt;Feedback was linked to actual use cases&lt;/li&gt;
&lt;li&gt;Updates were tied back to what users had asked for&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The goal was not to create more content, but to reduce the gaps between it.&lt;/p&gt;

&lt;p&gt;This approach is what eventually led us to build &lt;a href="http://go.candydocs.com/home?utm_source=devto" rel="noopener noreferrer"&gt;CandyDocs&lt;/a&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  What actually improved
&lt;/h2&gt;

&lt;p&gt;The biggest improvement was not internal efficiency or speed.&lt;/p&gt;

&lt;p&gt;It was simply this: &lt;strong&gt;users felt less confused&lt;/strong&gt;.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Before&lt;/th&gt;
&lt;th&gt;After&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Users had to figure out where to go&lt;/td&gt;
&lt;td&gt;Users could explore in one flow&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Frequent dead ends&lt;/td&gt;
&lt;td&gt;Smoother navigation&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Unclear what exists vs what is coming&lt;/td&gt;
&lt;td&gt;Better visibility and clarity&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Updates often missed&lt;/td&gt;
&lt;td&gt;Updates discovered naturally&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Nothing dramatic, but consistently better.&lt;/p&gt;




&lt;h2&gt;
  
  
  A small but important realization
&lt;/h2&gt;

&lt;p&gt;Earlier, we thought our job was to publish information.&lt;br&gt;
Now, we see it differently.&lt;/p&gt;

&lt;p&gt;Our job is to &lt;strong&gt;help users make decisions and move forward without friction&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;That is a very different problem to solve.&lt;/p&gt;




&lt;h2&gt;
  
  
  What most teams underestimate
&lt;/h2&gt;

&lt;p&gt;It is easy to think of these as separate layers:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Docs are for learning&lt;/li&gt;
&lt;li&gt;Roadmap is for transparency&lt;/li&gt;
&lt;li&gt;Changelog is for updates&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;But for users, all of this is just one thing:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Understanding your product&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;If that understanding requires jumping across multiple tools and contexts, you are adding invisible friction that compounds over time.&lt;/p&gt;




&lt;h2&gt;
  
  
  One thing I am still figuring out
&lt;/h2&gt;

&lt;p&gt;I do not think having everything in one place is always the perfect answer.&lt;/p&gt;

&lt;p&gt;Separate tools are powerful and flexible.&lt;/p&gt;

&lt;p&gt;But they come with an assumption that you will connect the experience yourself.&lt;/p&gt;

&lt;p&gt;Most teams do not fully do that. We did not either.&lt;/p&gt;




&lt;h2&gt;
  
  
  Curious how others are handling this
&lt;/h2&gt;

&lt;p&gt;For those building SaaS products:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Do your docs, roadmap, and feedback feel connected today?&lt;/li&gt;
&lt;li&gt;Or do they exist as separate layers?&lt;/li&gt;
&lt;li&gt;Have you noticed users getting lost between them?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;And more importantly,&lt;/p&gt;

&lt;p&gt;Does managing everything in one place, even custom pages, feel useful to you or unnecessarily restrictive?&lt;/p&gt;




&lt;p&gt;If there is one thing this changed for us, it is this:&lt;/p&gt;

&lt;p&gt;We stopped asking, “How do we write better docs?”&lt;/p&gt;

&lt;p&gt;And started asking,&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;“How do users understand our product without friction?”&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;That question is what led us to build &lt;a href="http://go.candydocs.com/home?utm_source=devto" rel="noopener noreferrer"&gt;CandyDocs&lt;/a&gt; in the first place.&lt;/p&gt;

</description>
      <category>productivity</category>
      <category>documentation</category>
      <category>saas</category>
      <category>startup</category>
    </item>
    <item>
      <title>SaaS Documentation Tools Are Not Enough: The Hidden Cost of Fragmented Product Communication</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sat, 28 Feb 2026 09:28:31 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/saas-documentation-tools-are-not-enough-the-hidden-cost-of-fragmented-product-communication-1i14</link>
      <guid>https://forem.com/mukul_sharma/saas-documentation-tools-are-not-enough-the-hidden-cost-of-fragmented-product-communication-1i14</guid>
      <description>&lt;p&gt;When founders search for &lt;em&gt;SaaS documentation tools&lt;/em&gt;, they are usually trying to solve one problem:&lt;/p&gt;

&lt;p&gt;“We need better docs.”&lt;br&gt;
But documentation is rarely the real issue.&lt;br&gt;
The real problem is fragmentation.&lt;/p&gt;

&lt;p&gt;As SaaS products grow, teams add tools for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Product documentation&lt;/li&gt;
&lt;li&gt;Public roadmaps&lt;/li&gt;
&lt;li&gt;Feedback collection&lt;/li&gt;
&lt;li&gt;Release notes&lt;/li&gt;
&lt;li&gt;API documentation&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each tool solves one problem well.&lt;br&gt;
But together, they often slow down growth.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why SaaS Documentation Tools Alone Do Not Solve the Problem
&lt;/h2&gt;

&lt;p&gt;Most SaaS teams start with a documentation tool. It works fine in the early stages.&lt;/p&gt;

&lt;p&gt;Then growth happens.&lt;/p&gt;

&lt;p&gt;Users want visibility into:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What is planned&lt;/li&gt;
&lt;li&gt;What was shipped&lt;/li&gt;
&lt;li&gt;How to request features&lt;/li&gt;
&lt;li&gt;How APIs have changed&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;So teams add:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Roadmap tools&lt;/li&gt;
&lt;li&gt;Feedback platforms&lt;/li&gt;
&lt;li&gt;Changelog tools&lt;/li&gt;
&lt;li&gt;API documentation portals&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Now documentation lives in one place, feedback in another, roadmap somewhere else, and release notes in yet another system.&lt;/p&gt;

&lt;p&gt;Nothing crashes.&lt;br&gt;
But context gets lost.&lt;/p&gt;




&lt;h2&gt;
  
  
  The Real Cost of Fragmented SaaS Documentation
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Productivity Loss from Context Switching
&lt;/h3&gt;

&lt;p&gt;It is often cited in workplace research that, task switching can reduce productivity by up to 40 percent.&lt;/p&gt;

&lt;p&gt;In a fragmented SaaS stack, a simple workflow might look like this:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Review a feature request in a feedback tool&lt;/li&gt;
&lt;li&gt;Check the roadmap in another system&lt;/li&gt;
&lt;li&gt;Search Slack for prior discussion&lt;/li&gt;
&lt;li&gt;Update product documentation&lt;/li&gt;
&lt;li&gt;Publish release notes separately&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Each step forces a context reload.&lt;br&gt;
Individually small.&lt;br&gt;
Collectively expensive.&lt;br&gt;
SaaS teams feel busy but slower.&lt;/p&gt;




&lt;h3&gt;
  
  
  2. Weak Alignment Between Feedback and Roadmap
&lt;/h3&gt;

&lt;p&gt;SaaS growth depends on retention.&lt;/p&gt;

&lt;p&gt;And as many operators repeat, A small increase in retention can drive outsized profit growth.&lt;/p&gt;

&lt;p&gt;Retention depends on building what customers actually need.&lt;/p&gt;

&lt;p&gt;When feedback tools are disconnected from roadmap tools:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;High-signal requests get buried&lt;/li&gt;
&lt;li&gt;Priorities drift&lt;/li&gt;
&lt;li&gt;Decisions rely on memory&lt;/li&gt;
&lt;li&gt;Roadmaps go stale&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Your documentation may be excellent.&lt;/p&gt;

&lt;p&gt;But if it is disconnected from product planning, alignment weakens.&lt;/p&gt;




&lt;h3&gt;
  
  
  3. Scattered API Documentation Creates Developer Friction
&lt;/h3&gt;

&lt;p&gt;API documentation is often treated as a separate technical surface.&lt;/p&gt;

&lt;p&gt;When API docs are isolated from:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Release notes&lt;/li&gt;
&lt;li&gt;Roadmap updates&lt;/li&gt;
&lt;li&gt;Product documentation&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Developers lose context.&lt;/p&gt;

&lt;p&gt;They do not just need endpoints and parameters.&lt;br&gt;
They need to understand what changed and why.&lt;br&gt;
Fragmented SaaS documentation tools make that harder than it should be.&lt;/p&gt;




&lt;h3&gt;
  
  
  4. Increased Support Costs
&lt;/h3&gt;

&lt;p&gt;Most customers attempt self-service before contacting support.&lt;/p&gt;

&lt;p&gt;If product documentation, release notes, and roadmap visibility are fragmented:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Users cannot easily confirm what shipped&lt;/li&gt;
&lt;li&gt;Developers open tickets about changes&lt;/li&gt;
&lt;li&gt;Support answers repeat&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Documentation is supposed to reduce support load.&lt;br&gt;
When fragmented, it increases it.&lt;/p&gt;




&lt;h2&gt;
  
  
  Fragmented vs Unified SaaS Documentation Stack
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Here is what most growing SaaS stacks look like:&lt;/strong&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Surface&lt;/th&gt;
&lt;th&gt;Tool&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Product documentation&lt;/td&gt;
&lt;td&gt;Documentation platform&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Roadmap&lt;/td&gt;
&lt;td&gt;Separate roadmap tool&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Feedback&lt;/td&gt;
&lt;td&gt;Forms or voting system&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Release notes&lt;/td&gt;
&lt;td&gt;Changelog app&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;API documentation&lt;/td&gt;
&lt;td&gt;Developer portal&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;Now compare that to a unified model:&lt;/strong&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Surface&lt;/th&gt;
&lt;th&gt;System&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Documentation&lt;/td&gt;
&lt;td&gt;Centralized&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Roadmap&lt;/td&gt;
&lt;td&gt;Connected to feedback&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Feedback&lt;/td&gt;
&lt;td&gt;Linked to roadmap items&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Release notes&lt;/td&gt;
&lt;td&gt;Linked to shipped features&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;API documentation&lt;/td&gt;
&lt;td&gt;Updated alongside releases&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;The difference is not aesthetic.&lt;br&gt;
It is structural.&lt;br&gt;
Structure determines speed.&lt;/p&gt;




&lt;h2&gt;
  
  
  Your Product Is More Than Documentation
&lt;/h2&gt;

&lt;p&gt;SaaS documentation tools are important.&lt;/p&gt;

&lt;p&gt;But your product experience includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;How users learn features&lt;/li&gt;
&lt;li&gt;How they suggest improvements&lt;/li&gt;
&lt;li&gt;How they track progress&lt;/li&gt;
&lt;li&gt;How they read updates&lt;/li&gt;
&lt;li&gt;How developers integrate&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If those surfaces are disconnected, your product communication is fragmented.&lt;/p&gt;

&lt;p&gt;And fragmented communication slows SaaS growth.&lt;br&gt;
Not dramatically.&lt;br&gt;
Gradually.&lt;/p&gt;




&lt;h2&gt;
  
  
  The Bigger Question
&lt;/h2&gt;

&lt;p&gt;When evaluating SaaS documentation tools, ask:&lt;/p&gt;

&lt;p&gt;Are we just improving docs?&lt;br&gt;
Or are we improving the entire product communication system?&lt;/p&gt;

&lt;p&gt;Because documentation does not live in isolation.&lt;br&gt;
It connects to roadmap, feedback, updates, and API changes.&lt;/p&gt;

&lt;p&gt;Without that connection, teams pay an invisible tax:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;More context switching&lt;/li&gt;
&lt;li&gt;Weaker prioritization&lt;/li&gt;
&lt;li&gt;Higher support volume&lt;/li&gt;
&lt;li&gt;Slower execution&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  One last thing, from builders to builders
&lt;/h2&gt;

&lt;p&gt;After running into this fragmentation across multiple SaaS products, we stopped trying to optimize around it - We decided to solve it.&lt;/p&gt;

&lt;p&gt;We’re building &lt;a href="http://go.candydocs.com/home?utm_source=devto" rel="noopener noreferrer"&gt;CandyDocs&lt;/a&gt; to bring documentation, roadmap, feedback, release notes, and API docs into one structured workspace.&lt;/p&gt;

&lt;p&gt;Not because the world needs another SaaS documentation tool.&lt;/p&gt;

&lt;p&gt;But because we were tired of context switching, scattered decisions, and product communication living in five different places.&lt;/p&gt;

&lt;p&gt;If any of this feels familiar, you might want to try it.&lt;/p&gt;

&lt;p&gt;I’d genuinely love to hear whether this problem resonates with you, how you’re solving it today, and where your current stack feels heavier than it should.&lt;/p&gt;

&lt;p&gt;Happy to answer questions or hear honest feedback.&lt;/p&gt;

</description>
      <category>saas</category>
      <category>documentation</category>
      <category>productivity</category>
      <category>startup</category>
    </item>
    <item>
      <title>SaaS Uptime Monitoring Explained: How Late Outage Detection Hurts Growth and Trust</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Fri, 20 Feb 2026 07:37:34 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/saas-uptime-monitoring-explained-how-late-outage-detection-hurts-growth-and-trust-34ib</link>
      <guid>https://forem.com/mukul_sharma/saas-uptime-monitoring-explained-how-late-outage-detection-hurts-growth-and-trust-34ib</guid>
      <description>&lt;p&gt;Most founders think downtime is the problem - It is not.&lt;br&gt;
The real problem is discovering outages from customers.&lt;/p&gt;

&lt;p&gt;If you have built SaaS long enough, you have probably experienced this:&lt;/p&gt;

&lt;p&gt;A user emails saying something feels broken.&lt;br&gt;
You open logs. You refresh dashboards.&lt;br&gt;
Someone asks, “How long has this been happening?” Nobody knows.&lt;/p&gt;

&lt;p&gt;That moment changes how you think about reliability.&lt;/p&gt;

&lt;p&gt;Because uptime is not just infrastructure, it is awareness.&lt;/p&gt;




&lt;h2&gt;
  
  
  Reliability Is Really About Trust
&lt;/h2&gt;

&lt;p&gt;Users do not judge your product by your architecture diagrams. They judge it by whether it works when they need it.&lt;/p&gt;

&lt;p&gt;When it does not, the damage goes far beyond a few lost minutes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Support tickets spike&lt;/li&gt;
&lt;li&gt;Engineering focus disappears&lt;/li&gt;
&lt;li&gt;Confidence drops&lt;/li&gt;
&lt;li&gt;Some users quietly churn&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;What hurts most is not the outage itself. It is realizing your users noticed before you did.&lt;/p&gt;

&lt;p&gt;That is when reliability stops being a technical problem and becomes a trust problem.&lt;/p&gt;




&lt;h2&gt;
  
  
  Most Teams Have Monitoring. Few Have Awareness.
&lt;/h2&gt;

&lt;p&gt;On paper, many SaaS teams are “covered”:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Basic uptime checks&lt;/li&gt;
&lt;li&gt;A couple of alerts&lt;/li&gt;
&lt;li&gt;Separate tools for cron jobs&lt;/li&gt;
&lt;li&gt;Manual incident updates&lt;/li&gt;
&lt;li&gt;Some charts in a dashboard&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;In practice, this creates blind spots.&lt;/p&gt;

&lt;p&gt;Common failure modes look like this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Alerts fire too late&lt;/li&gt;
&lt;li&gt;Cron jobs fail silently&lt;/li&gt;
&lt;li&gt;Notifications are noisy, so people mute them&lt;/li&gt;
&lt;li&gt;Status updates happen manually, if at all&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Eventually, customers become the alerting system.&lt;/p&gt;

&lt;p&gt;That is not monitoring. That is reactive damage control.&lt;/p&gt;




&lt;h2&gt;
  
  
  The Difference Between Noise and Signal
&lt;/h2&gt;

&lt;p&gt;Real-time alerts only help if they lead to action.&lt;/p&gt;

&lt;p&gt;Here is a simple comparison that captures what usually goes wrong:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Alert Setup That Fails&lt;/th&gt;
&lt;th&gt;Alert Setup That Works&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Fires on every single error&lt;/td&gt;
&lt;td&gt;Triggers after repeated failures&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Sends vague messages&lt;/td&gt;
&lt;td&gt;Includes endpoint and context&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Notifies everyone&lt;/td&gt;
&lt;td&gt;Notifies owners&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;No recovery notification&lt;/td&gt;
&lt;td&gt;Automatic recovery alerts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Creates alert fatigue&lt;/td&gt;
&lt;td&gt;Creates clarity&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;The goal is not more alerts.&lt;br&gt;
The goal is fewer alerts that people trust.&lt;/p&gt;




&lt;h2&gt;
  
  
  Four Lessons We Learned the Hard Way
&lt;/h2&gt;

&lt;p&gt;These are not theoretical best practices. These came from production incidents.&lt;/p&gt;

&lt;h3&gt;
  
  
  1. Alert on user-facing symptoms
&lt;/h3&gt;

&lt;p&gt;Start with what users feel:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Website unreachable&lt;/li&gt;
&lt;li&gt;API returning errors&lt;/li&gt;
&lt;li&gt;Background jobs not running&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If users cannot use your product, that deserves immediate attention.&lt;/p&gt;

&lt;p&gt;Everything else is secondary.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Require multiple failures before creating incidents
&lt;/h3&gt;

&lt;p&gt;Single failures happen all the time due to network blips or transient issues.&lt;/p&gt;

&lt;p&gt;Triggering incidents on the first failure creates noise and anxiety. Requiring consecutive failed checks dramatically reduces false positives.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Recovery alerts matter as much as failure alerts
&lt;/h3&gt;

&lt;p&gt;Knowing something is broken is only half the story.&lt;/p&gt;

&lt;p&gt;Knowing it is fixed closes the loop and lets teams stand down confidently.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Communicate externally by default
&lt;/h3&gt;

&lt;p&gt;Silence during outages destroys trust.&lt;/p&gt;

&lt;p&gt;Even a simple status page showing live service state and incident updates changes how users perceive reliability. People are far more forgiving when they feel informed.&lt;/p&gt;




&lt;h2&gt;
  
  
  Monitoring Should Be Invisible Most Days
&lt;/h2&gt;

&lt;p&gt;One counterintuitive insight: good monitoring feels boring.&lt;/p&gt;

&lt;p&gt;It quietly does its job:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Checks run automatically&lt;/li&gt;
&lt;li&gt;Alerts arrive only when something truly breaks&lt;/li&gt;
&lt;li&gt;Status pages update without manual effort&lt;/li&gt;
&lt;li&gt;History is available for retrospectives&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If monitoring requires constant tuning or babysitting, it eventually gets neglected. That is usually when it fails at the worst possible moment.&lt;/p&gt;




&lt;h2&gt;
  
  
  A Simple Reliability Framework
&lt;/h2&gt;

&lt;p&gt;This is the mental model we now follow:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Detect issues early&lt;/li&gt;
&lt;li&gt;Alert humans fast&lt;/li&gt;
&lt;li&gt;Inform users clearly&lt;/li&gt;
&lt;li&gt;Fix the problem&lt;/li&gt;
&lt;li&gt;Learn from the incident&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Everything else is optimization.&lt;/p&gt;

&lt;p&gt;Or put another way:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Your monitoring is only as good as the speed at which it turns problems into actions.”&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;You do not need enterprise observability stacks to run a reliable SaaS.&lt;/p&gt;

&lt;p&gt;You need:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Real-time monitoring&lt;/li&gt;
&lt;li&gt;Thoughtful alerts&lt;/li&gt;
&lt;li&gt;Transparent communication&lt;/li&gt;
&lt;li&gt;Simple incident workflows&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Most importantly, you need to stop relying on customers to tell you when something is broken.&lt;/p&gt;

&lt;p&gt;Downtime is inevitable. Late awareness is optional.&lt;/p&gt;




&lt;h3&gt;
  
  
  One last thing, from builders to builders
&lt;/h3&gt;

&lt;p&gt;We are currently building &lt;a href="https://go.statusmonk.com/home?utm_source=devto" rel="noopener noreferrer"&gt;StatusMonk&lt;/a&gt; to help founders and small teams catch outages early, alert the right people, and communicate clearly through status pages.&lt;/p&gt;

&lt;p&gt;The goal is simple: fewer surprises, faster recovery, and more trust with users.&lt;/p&gt;

&lt;p&gt;If this resonates, I would genuinely love your feedback. We are still early, still learning, and improving every week.&lt;/p&gt;

&lt;p&gt;Thanks for reading.&lt;/p&gt;

</description>
      <category>monitoring</category>
      <category>saas</category>
      <category>sre</category>
      <category>startup</category>
    </item>
    <item>
      <title>AI, Fake Reviews, and the Trust Crisis in SaaS</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Fri, 09 Jan 2026 05:52:31 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/ai-fake-reviews-and-the-trust-crisis-in-saas-2399</link>
      <guid>https://forem.com/mukul_sharma/ai-fake-reviews-and-the-trust-crisis-in-saas-2399</guid>
      <description>&lt;h3&gt;
  
  
  The reputation game just got harder
&lt;/h3&gt;

&lt;p&gt;If you want more background on why trust matters so much in SaaS, &lt;a href="https://dev.to/mukul_sharma/most-saas-products-dont-fail-on-tech-they-fail-on-trust-30mc"&gt;read this&lt;/a&gt;. It covers how reputation, emotion, and social proof quietly decide most product outcomes.&lt;/p&gt;

&lt;p&gt;But even without that context, one thing is clear.&lt;/p&gt;

&lt;p&gt;In &lt;strong&gt;2026&lt;/strong&gt;, there is a new variable reshaping trust at scale: &lt;strong&gt;AI&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;AI can amplify credibility faster than ever.&lt;br&gt;
It can also destroy it just as quickly.&lt;/p&gt;

&lt;p&gt;This article focuses on the harder lessons founders shared, including manipulation, ethics, and the long-term cost of shortcuts when trust feels optional.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. AI Is Making Trust Easier to Fake and Harder to Earn
&lt;/h2&gt;

&lt;p&gt;One founder put it bluntly:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“AI can now create fake reviews at scale. That’s the bad news.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Many review platforms still rely on basic email verification. With AI in the mix, bots can now:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Generate convincing feedback&lt;/li&gt;
&lt;li&gt;Post across multiple platforms&lt;/li&gt;
&lt;li&gt;Inflate or sabotage reputations overnight&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The result is simple. Buyers are not becoming more confident. They are becoming &lt;strong&gt;more skeptical&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  The upside founders should lean into
&lt;/h3&gt;

&lt;p&gt;AI is not the villain. Misuse is.&lt;/p&gt;

&lt;p&gt;Used responsibly, AI can help teams:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Aggregate reviews across platforms&lt;/li&gt;
&lt;li&gt;Analyze sentiment at scale&lt;/li&gt;
&lt;li&gt;Surface real patterns in customer feedback&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The difference is not the tooling. It is intent.&lt;/p&gt;

&lt;h3&gt;
  
  
  Takeaway
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Use AI to understand customers, not to impersonate them.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  2. Automated Responses Kill Trust Faster Than Silence
&lt;/h2&gt;

&lt;p&gt;One insight from the podcast stood out:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“People read bad reviews more than good ones.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;They are not looking for perfection.&lt;br&gt;
They are looking for accountability.&lt;/p&gt;

&lt;p&gt;Some SaaS teams now auto-respond to reviews using AI. It sounds efficient, but it backfires fast.&lt;/p&gt;

&lt;p&gt;Users can spot canned replies immediately. When they do, the message is unmistakable:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“This company isn’t actually listening.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Even worse, founders lose direct exposure to real customer pain because the feedback loop is closed automatically.&lt;/p&gt;

&lt;h3&gt;
  
  
  The better approach
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Respond manually to critical reviews&lt;/li&gt;
&lt;li&gt;Lead with empathy, not defensiveness&lt;/li&gt;
&lt;li&gt;Treat feedback as product discovery&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Yes, it takes more time.&lt;br&gt;
That is exactly why it builds trust.&lt;/p&gt;

&lt;h3&gt;
  
  
  Takeaway
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Trust is built in the replies, not the ratings.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  3. Review Gating Is a Shortcut That Eventually Costs You
&lt;/h2&gt;

&lt;p&gt;Here is the uncomfortable truth most founders avoid:&lt;/p&gt;

&lt;p&gt;Some platforms allow companies to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Bury negative reviews&lt;/li&gt;
&lt;li&gt;Boost positives after payment&lt;/li&gt;
&lt;li&gt;Remove feedback they do not like&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It is legal.&lt;br&gt;
It is common.&lt;br&gt;
And it is corrosive.&lt;/p&gt;

&lt;p&gt;Founders who play this game may win short-term optics, but they lose:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Honest feedback&lt;/li&gt;
&lt;li&gt;Product insight&lt;/li&gt;
&lt;li&gt;Long-term credibility&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Meanwhile, teams that ask &lt;em&gt;every&lt;/em&gt; customer for feedback usually end up with strong ratings anyway.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“If you’re a good brand, statistically, most customers are happy.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h3&gt;
  
  
  Takeaway
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Do not curate reality. &lt;strong&gt;Learn from it.&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Ethics scale better than manipulation&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  4. Reputation Is the Small Hinge That Swings the Big Door
&lt;/h2&gt;

&lt;p&gt;The final quote from the podcast landed hardest:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“If there’s one small hinge that swings a big door, it’s your reputation.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Features age.&lt;br&gt;
Tech stacks change.&lt;br&gt;
Growth channels dry up.&lt;/p&gt;

&lt;p&gt;But reputation compounds.&lt;/p&gt;

&lt;p&gt;It influences:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Conversions before signup&lt;/li&gt;
&lt;li&gt;Retention after onboarding&lt;/li&gt;
&lt;li&gt;Hiring, partnerships, and pricing power&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;And once it is damaged, it is painfully slow to rebuild.&lt;/p&gt;

&lt;h3&gt;
  
  
  Final takeaway
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Your SaaS does not grow on code alone. It grows on trust.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;If you are building SaaS in 2026, here is the quiet truth:&lt;/p&gt;

&lt;p&gt;The most defensible moat is not AI, infrastructure, or features. It is &lt;strong&gt;credibility&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Founders who treat reputation as a first-class system, not a marketing afterthought, will win slower, stronger, and longer.&lt;/p&gt;

&lt;p&gt;And the rest?&lt;/p&gt;

&lt;p&gt;They will keep shipping and wondering why users do not trust them.&lt;/p&gt;




&lt;h3&gt;
  
  
  One last thing (from builders to builders)
&lt;/h3&gt;

&lt;p&gt;If there is a meta-lesson across all of this, it is simple:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Trust is not a marketing tactic. It is infrastructure.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;And like any infrastructure, it needs to be designed, measured, and maintained.&lt;/p&gt;

&lt;p&gt;We are currently building &lt;strong&gt;TrustGather&lt;/strong&gt; to help SaaS teams do exactly that. It helps collect honest reviews, understand sentiment, and turn reputation into a long-term asset instead of a black box.&lt;/p&gt;

&lt;p&gt;If you are curious, you can try it free at:&lt;/p&gt;

&lt;p&gt;👉 &lt;strong&gt;&lt;a href="https://trustgather.com/?utm_source=devto&amp;amp;utm_medium=article" rel="noopener noreferrer"&gt;https://trustgather.com&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;No pressure. No gimmicks.&lt;br&gt;
Just tools for founders who want to build products people actually trust.&lt;/p&gt;

</description>
      <category>startup</category>
      <category>saas</category>
      <category>product</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Most SaaS Products Don’t Fail on Tech - They Fail on Trust</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Tue, 30 Dec 2025 06:12:33 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/most-saas-products-dont-fail-on-tech-they-fail-on-trust-30mc</link>
      <guid>https://forem.com/mukul_sharma/most-saas-products-dont-fail-on-tech-they-fail-on-trust-30mc</guid>
      <description>&lt;h3&gt;
  
  
  Why SaaS builders in 2026 can’t ignore this
&lt;/h3&gt;

&lt;p&gt;Every year, SaaS tooling gets better. AI writes the code. Infrastructure is cheap. Distribution is global by default.&lt;/p&gt;

&lt;p&gt;And yet- most SaaS products still fail for the same old reasons.&lt;/p&gt;

&lt;p&gt;I kept coming back to one realization: &lt;strong&gt;your reputation compounds faster than your code.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;In this two-part series, we’ll break down seven lessons founders learn only after scaling (or breaking) real products. These aren’t theory. They’re battle-tested insights about trust, behavior, and growth-especially relevant if you’re building or scaling SaaS in 2026.&lt;/p&gt;

&lt;p&gt;In this, we’ll cover the first three lessons- starting with the one most technical teams underestimate.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. Your Reputation Isn’t Marketing - It &lt;em&gt;Is&lt;/em&gt; the Product
&lt;/h2&gt;

&lt;p&gt;One founder shared a story about joining a multi-billion-dollar company as CMO and discovering something unsettling:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Sales were down. Traffic was down. Applications were down. And the real issue wasn’t the product - it was the reviews.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;The company had strong internal metrics, but terrible public sentiment. Their average rating hovered around one star. Customers weren’t trusting what they saw online, so they never even reached the funnel.&lt;/p&gt;

&lt;p&gt;Once the team fixed how reviews were &lt;strong&gt;collected, distributed, and managed&lt;/strong&gt;, revenue jumped &lt;strong&gt;19% in months&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  The lesson for SaaS teams
&lt;/h3&gt;

&lt;p&gt;In 2026, users don’t evaluate your product &lt;em&gt;after&lt;/em&gt; signing up-they evaluate it &lt;strong&gt;before they even visit your site&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;They search:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;“Is this legit?”&lt;/li&gt;
&lt;li&gt;“Is this tool worth it?”&lt;/li&gt;
&lt;li&gt;“What do people say about it?”&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Your reputation &lt;em&gt;pre-sells&lt;/em&gt; (or pre-rejects) your SaaS.&lt;/p&gt;

&lt;h3&gt;
  
  
  Takeaway
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;If your public reputation and internal metrics don’t match, your funnel is already leaking.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  2. Most Buying Decisions Are Emotional (Even in B2B)
&lt;/h2&gt;

&lt;p&gt;Here’s the uncomfortable truth engineers hate:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Over 95% of decisions are made subconsciously. Logic justifies what emotion already decided.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;That insight came straight from behavioral science-and it explains why “better features” don’t always win.&lt;/p&gt;

&lt;p&gt;People buy tools that &lt;em&gt;feel&lt;/em&gt; safe, trusted, and popular. They justify the purchase later with specs, ROI, and pricing tiers.&lt;/p&gt;

&lt;p&gt;Just like someone buys a luxury car for emotion and justifies it with resale value, SaaS buyers:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Feel trust from social proof&lt;/li&gt;
&lt;li&gt;Feel safety from credibility&lt;/li&gt;
&lt;li&gt;Feel confidence from familiarity&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Only then do they check the docs.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why this matters in SaaS
&lt;/h3&gt;

&lt;p&gt;Your onboarding, landing page, and pricing page are not logical arguments-they’re emotional reassurance systems.&lt;/p&gt;

&lt;p&gt;If your product feels risky, unknown, or untrusted, no amount of technical brilliance will save it.&lt;/p&gt;

&lt;h3&gt;
  
  
  Takeaway
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Optimize for &lt;strong&gt;confidence first&lt;/strong&gt;, clarity second.&lt;/li&gt;
&lt;li&gt;Logic closes the deal- but emotion opens the door.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  3. Social Proof Is the Fastest Growth Lever You’re Probably Underusing
&lt;/h2&gt;

&lt;p&gt;One principle came up repeatedly in the podcast: &lt;strong&gt;social proof drives behavior&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;People don’t want to evaluate from scratch. They want shortcuts:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;“What are others using?”&lt;/li&gt;
&lt;li&gt;“Who else trusts this?”&lt;/li&gt;
&lt;li&gt;“Is this already working for people like me?”&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That’s why reviews, testimonials, usage numbers, and public feedback matter more than polished copy.&lt;/p&gt;

&lt;p&gt;But here’s the mistake many SaaS teams make:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;They collect reviews… and hide them.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Or worse, they only display them on their own website.&lt;/p&gt;

&lt;h3&gt;
  
  
  What successful founders do differently
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;They gather reviews &lt;strong&gt;from everyone&lt;/strong&gt;, not just happy users&lt;/li&gt;
&lt;li&gt;They distribute reviews &lt;strong&gt;everywhere users already look&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;They treat reviews as a &lt;strong&gt;growth channel&lt;/strong&gt;, not a vanity metric&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The result? Trust before the click, confidence before the signup.&lt;/p&gt;

&lt;h3&gt;
  
  
  Takeaway
&lt;/h3&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;If people can’t see others trusting you, they won’t be the first to do it.&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h3&gt;
  
  
  A quick founder note
&lt;/h3&gt;

&lt;p&gt;In the process of writing this series, one realization stood out:&lt;br&gt;
&lt;strong&gt;most SaaS teams know reputation matters—but don’t have a simple way to manage it well.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;That’s why we’re currently building &lt;strong&gt;TrustGather&lt;/strong&gt; - a lightweight way for SaaS founders to collect real customer feedback, surface trust signals, and actually &lt;em&gt;learn&lt;/em&gt; from reviews instead of just displaying them.&lt;/p&gt;

&lt;p&gt;If you’re building a product and want to be intentional about trust from day one, you can try it for free at:&lt;/p&gt;

&lt;p&gt;👉 &lt;strong&gt;&lt;a href="https://trustgather.com/?utm_source=devto&amp;amp;utm_medium=article" rel="noopener noreferrer"&gt;https://trustgather.com&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;In &lt;strong&gt;Next Part&lt;/strong&gt;, we’ll dig deeper into how AI, ethics, and shortcuts are changing the trust landscape, and why doing this the right way is becoming a competitive advantage.&lt;/p&gt;

</description>
      <category>saas</category>
      <category>product</category>
      <category>productivity</category>
      <category>startup</category>
    </item>
    <item>
      <title>Unlocking SaaS Growth: Hidden Revenue Streams, Cold Outreach &amp; Real Retention (Part 2)</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sat, 25 Oct 2025 04:07:20 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/unlocking-saas-growth-hidden-revenue-streams-cold-outreach-real-retention-part-2-1l09</link>
      <guid>https://forem.com/mukul_sharma/unlocking-saas-growth-hidden-revenue-streams-cold-outreach-real-retention-part-2-1l09</guid>
      <description>&lt;p&gt;If &lt;a href="https://dev.to/mukul_sharma/saas-truths-no-one-talks-about-plg-churn-and-getting-users-that-stick-part-1-2mgk"&gt;Part 1&lt;/a&gt; got you rethinking PLG, churn, and why human connection matters, welcome back. The SaaS game today isn’t just about great code or viral growth anymore. It’s about smarter revenue plays, mastering sales in a new way, and tapping underrated hacks that get you noticed in the noise.&lt;/p&gt;

&lt;p&gt;These lessons come from founders who’ve thrived despite the chaos - people like &lt;strong&gt;Andy Allen (Hike SEO)&lt;/strong&gt;, &lt;strong&gt;Scott Leese (sales expert)&lt;/strong&gt;, and &lt;strong&gt;Stuart Townsend (Podcast Hawk)&lt;/strong&gt;. No fluff here - just the kind of hard-earned wisdom that indie hackers and small teams can actually use.&lt;/p&gt;

&lt;p&gt;If you missed &lt;a href="https://dev.to/mukul_sharma/saas-truths-no-one-talks-about-plg-churn-and-getting-users-that-stick-part-1-2mgk"&gt;Part 1&lt;/a&gt;, catch up for insights on why PLG isn’t magic, AI’s SEO chaos, the pre-signup churn fix, and why picking up the phone still wins. Now, let’s dive into the last three lessons - lessons five through seven - the ones that could change your SaaS strategy forever.&lt;/p&gt;




&lt;h2&gt;
  
  
  5. Beyond Subscriptions: Secondary Revenue Is Your Safety Net
&lt;/h2&gt;

&lt;p&gt;Subscriptions are neat and predictable, but in 2025, relying on just one revenue stream is risky. Many successful founders blend software with services or affiliate programs to boost stability and growth.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Andy Allen’s Hike SEO&lt;/strong&gt; started as a tool for small businesses overwhelmed by SEO. But users kept asking, “Can you just do it for us?” Services took off, almost turning the company into an agency.&lt;/p&gt;

&lt;p&gt;His fix? Find what he calls the “perfect shade of gray” - keep service revenue to complement, not overshadow, subscriptions.&lt;/p&gt;

&lt;p&gt;Look at Shopify: their millions come from subscriptions, payment processing cuts, and a huge marketplace of apps and services. Kajabi and other platforms do this too, hosting vetted freelancers and taking a cut.&lt;/p&gt;

&lt;p&gt;From community chats, &lt;strong&gt;Adam White&lt;/strong&gt; (SEOJet) shared his experience. His backlink finder tool users wanted hands-on help building links. Partnering with agencies on affiliate commissions increased customer lifetime value and let him scale ad budgets.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Focus on total customer revenue, not just cutting CAC.”&lt;br&gt;
— Adam White&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;Secondary revenue models include:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;In-house service add-ons (consulting, done-for-you)&lt;/li&gt;
&lt;li&gt;Affiliate partnerships with agencies or freelancers&lt;/li&gt;
&lt;li&gt;Marketplaces for related products or services&lt;/li&gt;
&lt;li&gt;Transaction fees or commissions&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Model&lt;/th&gt;
&lt;th&gt;Pros&lt;/th&gt;
&lt;th&gt;Cons&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Service add-ons&lt;/td&gt;
&lt;td&gt;High revenue, stronger relationships&lt;/td&gt;
&lt;td&gt;Risk of agency creep, harder to scale&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Affiliate partnerships&lt;/td&gt;
&lt;td&gt;Low overhead, extended reach&lt;/td&gt;
&lt;td&gt;Less control over quality&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Marketplaces&lt;/td&gt;
&lt;td&gt;Network effects, recurring fees&lt;/td&gt;
&lt;td&gt;Complexity in management&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Transaction fees&lt;/td&gt;
&lt;td&gt;Passive income, aligned incentives&lt;/td&gt;
&lt;td&gt;Requires critical mass&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;Takeaway:&lt;/strong&gt;&lt;br&gt;
Make a list of services or add-ons your users might need around your product. Test affiliate programs or light-touch services to increase revenue without losing focus. For solo devs, even small secondary income streams can boost your marketing budget and improve retention.&lt;/p&gt;




&lt;h2&gt;
  
  
  6. Selling to Big Fish? Focus on Adoption Friction, Not Price Wars
&lt;/h2&gt;

&lt;p&gt;Sales intimidates many founders - cold calls feel icky, and pricing battles are exhausting. But &lt;strong&gt;Scott Leese&lt;/strong&gt;, a sales pro for founders who hate selling, shared a refreshing insight:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Price rarely kills enterprise deals. It’s the work involved in switching that scares them.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Large companies stick to old systems because change means:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Training teams&lt;/li&gt;
&lt;li&gt;Building new integrations&lt;/li&gt;
&lt;li&gt;Managing projects and workflows&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The real battle isn’t money - it’s reducing adoption friction.&lt;/p&gt;

&lt;p&gt;Scott’s advice:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Offer custom integrations and onboarding&lt;/li&gt;
&lt;li&gt;Train their trainers to ease transition&lt;/li&gt;
&lt;li&gt;Charge for these services as part of the deal&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Enterprises have budgets for this kind of support. Once they’re in, they rarely leave - switching costs are too high.&lt;/p&gt;

&lt;p&gt;For small businesses, keep it self-serve and simple. For bigger fish, tailor your sales and onboarding to remove every obstacle.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Adoption Friction Point&lt;/th&gt;
&lt;th&gt;How to Reduce It&lt;/th&gt;
&lt;th&gt;Benefit&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Training teams&lt;/td&gt;
&lt;td&gt;Provide dedicated onboarding and training&lt;/td&gt;
&lt;td&gt;Faster ramp-up, fewer dropouts&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Integration complexity&lt;/td&gt;
&lt;td&gt;Build or offer custom integrations&lt;/td&gt;
&lt;td&gt;Fits smoothly into existing workflows&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Internal resistance&lt;/td&gt;
&lt;td&gt;Create champions with trainer programs&lt;/td&gt;
&lt;td&gt;Better internal buy-in&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Workflow disruption&lt;/td&gt;
&lt;td&gt;Offer pilot programs or phased rollouts&lt;/td&gt;
&lt;td&gt;Lower perceived risk&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;Takeaway:&lt;/strong&gt;&lt;br&gt;
If you’re chasing enterprise sales, audit your onboarding process for friction points. Package solutions that smooth the switch - and watch your close rates and revenue rise. Practice demos weekly with the mindset: “How can I make this seamless?”&lt;/p&gt;




&lt;h2&gt;
  
  
  7. Podcasts: Your Low-Effort Swiss Army Knife for Content, Connections, and Backlinks
&lt;/h2&gt;

&lt;p&gt;Podcasts aren’t just casual chats anymore. They’re a powerful, underused marketing tool for SaaS founders.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Stuart Townsend&lt;/strong&gt; (Podcast Hawk) and my own journey confirm this:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;One interview generates multiple pieces of content (audio, video clips, blog posts)&lt;/li&gt;
&lt;li&gt;It’s an excuse to reach out to your dream contacts (I’ve gotten replies from Seth Godin-level folks!)&lt;/li&gt;
&lt;li&gt;Podcast show notes are prime real estate for free, high-quality backlinks&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Compared to guest blog posts, podcasts provide backlinks without the hassle and cost.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Podcasts let you build relationships and backlinks at the same time.”&lt;br&gt;
— Stuart Townsend&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Podcasts aren’t direct sales machines. Instead, they build awareness and help you gather leads via follow-up content.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;How to start:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Guest on 5 to 10 niche podcasts each quarter&lt;/li&gt;
&lt;li&gt;Or start your own, inviting your Dream 100 guests&lt;/li&gt;
&lt;li&gt;Repurpose episodes into blogs, videos, and social posts&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Podcast Strategy&lt;/th&gt;
&lt;th&gt;Outcome&lt;/th&gt;
&lt;th&gt;Effort Level&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Guest appearances&lt;/td&gt;
&lt;td&gt;Builds relationships, backlinks&lt;/td&gt;
&lt;td&gt;Moderate&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Hosting your own show&lt;/td&gt;
&lt;td&gt;Control content, build audience&lt;/td&gt;
&lt;td&gt;Higher upfront, long-term payoff&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Repurposing content&lt;/td&gt;
&lt;td&gt;Maximizes reach&lt;/td&gt;
&lt;td&gt;Low once episodes recorded&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;Takeaway:&lt;/strong&gt;&lt;br&gt;
Podcasting is an efficient content flywheel. It leverages relationships and boosts SEO with minimal ad spend. For indie hackers especially, it’s a smart alternative to writing or video content.&lt;/p&gt;




&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;There you have it - the full seven founder lessons to help you navigate SaaS in a noisy, fast-changing world. These aren’t overnight hacks. They’re mindset shifts and strategies to build resilient, sustainable growth.&lt;/p&gt;

&lt;p&gt;Whether it’s vetting customers before signup, easing enterprise onboarding, or podcasting your way to visibility, pick one lesson and start today.&lt;/p&gt;

&lt;p&gt;What stood out most to you? Share your thoughts in the comments - I’m excited to hear your take.&lt;/p&gt;

&lt;p&gt;Keep building smart and steady. Here’s to your next breakthrough.&lt;/p&gt;

</description>
      <category>learning</category>
      <category>saas</category>
      <category>startup</category>
    </item>
    <item>
      <title>SaaS Truths No One Talks About: PLG, Churn, and Getting Users That Stick (Part 1)</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sun, 19 Oct 2025 10:32:08 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/saas-truths-no-one-talks-about-plg-churn-and-getting-users-that-stick-part-1-2mgk</link>
      <guid>https://forem.com/mukul_sharma/saas-truths-no-one-talks-about-plg-churn-and-getting-users-that-stick-part-1-2mgk</guid>
      <description>&lt;p&gt;If you're building SaaS right now, you're in the heat. AI’s reshaping the game daily, funding’s drying up, and everyone’s still chasing hockey-stick growth - but with way less room to fail.&lt;/p&gt;

&lt;p&gt;What’s working now isn’t flashy tactics or Twitter threads. It’s what &lt;em&gt;seasoned founders&lt;/em&gt; are doing behind the scenes - stuff that’s messy, thoughtful, and battle-tested.&lt;/p&gt;

&lt;p&gt;I pulled insights from a podcast stacked with founders like &lt;strong&gt;David Kelly (AppSumo Originals)&lt;/strong&gt;, &lt;strong&gt;Nad Lazaric (SEO powerhouse)&lt;/strong&gt;, and others who've scaled to multi-million ARR. Their lessons? No fluff. Just what actually works when you're deep in the trenches.&lt;/p&gt;

&lt;p&gt;This is Part 1 of a two-part series breaking down 7 sharp, honest SaaS lessons. Let’s dig into the first four:&lt;/p&gt;




&lt;h2&gt;
  
  
  1. &lt;strong&gt;Product-Led Growth? Great If It Fits-Disaster If You Force It&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;PLG sounds like a dream: build something great, let users sell it for you. No sales team, no hand-holding.&lt;/p&gt;

&lt;p&gt;But here’s the reality:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Only one founder in dozens of interviews made PLG truly work.&lt;/strong&gt;&lt;br&gt;
&lt;strong&gt;David Kelly&lt;/strong&gt;, CEO of AppSumo Originals, hit &lt;strong&gt;$13M ARR&lt;/strong&gt; using PLG - but only because he picked markets where the product naturally spreads.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;His formula:&lt;/strong&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Pillar&lt;/th&gt;
&lt;th&gt;Approach&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Market&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Choose red oceans (crowded but proven)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Product&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Strip down the feature set - simplicity wins&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Pricing&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Lifetime deals that drive quick adoption&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Virality Trigger&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Use cases where users &lt;em&gt;share&lt;/em&gt; the product in action (docs, bookings, emails)&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;“We target spaces where the product inherently communicates with potential users-co-workers, clients, whoever.”&lt;/strong&gt; - &lt;em&gt;David Kelly&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;Why PLG Fails for Most:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Your product isn't naturally visible to others.&lt;/li&gt;
&lt;li&gt;You assume “build it and they will come” still works.&lt;/li&gt;
&lt;li&gt;You never test virality early.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Takeaway:&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;Audit your category:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Does using your product &lt;em&gt;expose it&lt;/em&gt; to new people?&lt;/li&gt;
&lt;li&gt;If not, layer in outbound sales, content, or partnerships - early.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  2. &lt;strong&gt;AI's Wrecking Content Marketing - But Reddit’s Your New SEO Lifeline&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Content still converts in SaaS - but AI’s flooding the web with low-quality junk. Google’s fighting back. So are users.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Nad Lazaric&lt;/strong&gt;, an SEO pro, ran tests on AI content and found:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“A lot of AI-generated posts are pretty low quality. Google won’t penalize AI - it penalizes &lt;em&gt;low value&lt;/em&gt;.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;What’s changed:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Raw ChatGPT blogs? Maybe they rank for a bit.&lt;/li&gt;
&lt;li&gt;Long-term? You’ll get buried unless you &lt;strong&gt;edit heavily&lt;/strong&gt; and add &lt;strong&gt;real insights&lt;/strong&gt;.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Meanwhile, users are adapting:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“People are searching ‘best X tools Reddit’ just to avoid SEO spam.” - &lt;em&gt;Lioren, ex-Kissmetrics&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Reddit’s become the &lt;strong&gt;go-to for authentic answers&lt;/strong&gt; - and Google knows it.&lt;/p&gt;

&lt;h3&gt;
  
  
  Why Reddit Works in 2025:
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Signals &lt;strong&gt;authenticity&lt;/strong&gt; + &lt;strong&gt;user-generated trust&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Subreddits rank high on Google&lt;/li&gt;
&lt;li&gt;Easy to &lt;strong&gt;engage&lt;/strong&gt;, &lt;strong&gt;seed&lt;/strong&gt;, and even &lt;strong&gt;moderate&lt;/strong&gt; to guide visibility&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  Quick Comparison: SEO in 2020 vs. 2025
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Aspect&lt;/th&gt;
&lt;th&gt;2020&lt;/th&gt;
&lt;th&gt;2025&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Content Type&lt;/td&gt;
&lt;td&gt;Blog-heavy&lt;/td&gt;
&lt;td&gt;Discussion-driven&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Ranking Strategy&lt;/td&gt;
&lt;td&gt;Keyword stuffing, backlinks&lt;/td&gt;
&lt;td&gt;Authority + genuine community trust&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Platforms That Matter&lt;/td&gt;
&lt;td&gt;Blogs, Medium&lt;/td&gt;
&lt;td&gt;Reddit, LinkedIn, Hacker News&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;What Wins&lt;/td&gt;
&lt;td&gt;Volume&lt;/td&gt;
&lt;td&gt;Authenticity + real engagement&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Takeaway:&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Stop shipping unedited AI posts.&lt;/li&gt;
&lt;li&gt;Build or join relevant subreddits.&lt;/li&gt;
&lt;li&gt;Comment, share, ask, mod - &lt;em&gt;and watch your SEO climb without paying Google a cent&lt;/em&gt;.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  3. &lt;strong&gt;Churn Control? It Starts Way Before Signup&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Churn’s the quiet killer. Doesn’t matter how many users you add if you're losing them every month.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Aaron Krall&lt;/strong&gt; (AgentMethods) and &lt;strong&gt;Tim Cool&lt;/strong&gt; (Smart Church Solutions) flipped the script:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“We don’t let just &lt;em&gt;anyone&lt;/em&gt; sign up. If you’re not a fit, we don’t want you.” - &lt;em&gt;Aaron Krall&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h3&gt;
  
  
  What They Stopped Doing:
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Self-serve free trials&lt;/li&gt;
&lt;li&gt;Letting brand-new businesses onboard&lt;/li&gt;
&lt;li&gt;Chasing every inbound lead&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  What They Do Instead:
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Mandatory demos or onboarding&lt;/li&gt;
&lt;li&gt;Use data to &lt;em&gt;predict churn risk before signup&lt;/em&gt;
&lt;/li&gt;
&lt;li&gt;Charge upfront (yes, even for onboarding)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Example:&lt;/strong&gt;&lt;br&gt;
Aaron found insurance agents &amp;lt;12 months into business churned at &lt;strong&gt;~50%&lt;/strong&gt; - many left the industry in 13 weeks. So he stopped accepting them. Churn dropped. Support costs dropped. Growth improved.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“It’s deliberate - pricing, training, selectivity.” - &lt;em&gt;Tim Cool&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;Result?&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;4–5 year customer lifetimes&lt;/li&gt;
&lt;li&gt;Net negative churn&lt;/li&gt;
&lt;li&gt;Fewer headaches&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  Common Churn Triggers to Track:
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Predictor&lt;/th&gt;
&lt;th&gt;Signal&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;New in industry&lt;/td&gt;
&lt;td&gt;High churn&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Low onboarding time&lt;/td&gt;
&lt;td&gt;Poor feature adoption&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Tiny team size&lt;/td&gt;
&lt;td&gt;Limited expansion potential&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;No use case fit&lt;/td&gt;
&lt;td&gt;High support burden&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Takeaway:&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Use your data: who churns and why?&lt;/li&gt;
&lt;li&gt;Don’t be afraid to &lt;em&gt;say no&lt;/em&gt; early.&lt;/li&gt;
&lt;li&gt;High-quality, sticky users &amp;gt; high signup volume.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  4. &lt;strong&gt;Human Touch Wins: Ditch the Bots, Pick Up the Phone (or Plane)&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;Founders want scale. But users want &lt;em&gt;connection&lt;/em&gt;. And in the AI age, &lt;strong&gt;human interaction is a competitive advantage&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Nick McHenry&lt;/strong&gt; (OneShop) burned $1.2M on ads and automations. Nothing stuck - until he started meeting customers in person.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“That separated us from competitors.” - &lt;em&gt;Nick McHenry&lt;/em&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;Mehdi Ali&lt;/strong&gt; (HelloWash) used AI agents… then pivoted to cold calls - &lt;strong&gt;himself&lt;/strong&gt;.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“No pitch. Just short, friendly calls to book a demo. Fits my schedule. Gets results.”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;And Krall again:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Dev founders want to self-serve. Insurance agents? They want a call. Match the style to the customer.”&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h3&gt;
  
  
  3 Low-Key Human Plays That Still Work:
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Cold calls during your downtime&lt;/strong&gt;
→ 2–3 calls a day = 10+ demos a week&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Customer visits / meetups&lt;/strong&gt;
→ Build trust + gather real feedback&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Paid onboarding with actual humans&lt;/strong&gt;
→ Higher activation, better retention&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Takeaway:&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;Human &amp;gt; automation, especially in traditional industries. Don’t hide behind bots. For introverts? Start small - 1 conversation a day.&lt;/p&gt;




&lt;h2&gt;
  
  
  Final Thoughts
&lt;/h2&gt;

&lt;p&gt;That’s the first four truth bombs from SaaS founders in the arena. None of these are “growth hacks” - they’re structural choices that fix broken assumptions.&lt;/p&gt;

&lt;p&gt;If you’re building right now, try even &lt;strong&gt;one&lt;/strong&gt; of these, and you’ll feel the shift.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Coming up in &lt;a href="https://dev.to/mukul_sharma/unlocking-saas-growth-hidden-revenue-streams-cold-outreach-real-retention-part-2-1l09"&gt;Part 2&lt;/a&gt;:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;How to unlock powerful secondary revenue streams&lt;/li&gt;
&lt;li&gt;Mastering cold outreach that actually works&lt;/li&gt;
&lt;li&gt;Why podcasts remain one of the best growth hacks today&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Which of these four hit hardest for you? Share it in the comments - and if you’ve learned something similar while building your own product, I’d love to hear it.&lt;/p&gt;

</description>
      <category>learning</category>
      <category>saas</category>
      <category>startup</category>
    </item>
    <item>
      <title>From Idea to AI Launch: How Devs Can Build Projects Like Serial Founder</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sun, 12 Oct 2025 11:43:37 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/from-idea-to-ai-launch-how-devs-can-build-projects-like-serial-founder-4jl2</link>
      <guid>https://forem.com/mukul_sharma/from-idea-to-ai-launch-how-devs-can-build-projects-like-serial-founder-4jl2</guid>
      <description>&lt;p&gt;Ever stayed up late coding just because the tool you needed didn’t exist? Same here. I was listening to a podcast featuring Dharmesh Shah (HubSpot’s founder), and it turns out he does the exact same thing - except while running a $30B company. He calls it vibe-coding: spot a gap, spin up some code, and ship even if it’s rough.&lt;/p&gt;

&lt;p&gt;That really resonated. Most of us devs are wired this way - see a problem, write some code, iterate until it works. What Dharmesh shared wasn’t theory, it was a playbook for going from zero to one with AI-first projects. Let’s break it down with dev-friendly examples, workflows, and why right now is the best time to build and launch.&lt;/p&gt;




&lt;h2&gt;
  
  
  The Builder's Mindset: From Problem to Prototype
&lt;/h2&gt;

&lt;p&gt;Dharmesh doesn’t approach markets like an MBA - he solves his own problems with code. His philosophy: if something works for you (n=1), and you can keep improving it (n+1), it can scale—like mathematical induction. For developers, this means skipping endless research and jumping straight into rapid prototyping.&lt;/p&gt;

&lt;p&gt;Example: His image-gen.ai agent stems from frustration with existing tools. Non-designer? Need quick visuals? Build an agent that workflows ideas → examples → styles → outputs. It's AI as your intern, fixing typos in generated text automatically.&lt;/p&gt;

&lt;p&gt;As devs, we've all vibe-coded: that quick script turning into a full app. Dharmesh amps it: launch often, even if imperfect. His Wordle clone hit $80K/month—volume over perfection.&lt;/p&gt;




&lt;h2&gt;
  
  
  Zero-to-One Workflow: Dev Tools and Tactics
&lt;/h2&gt;

&lt;p&gt;Dharmesh's process is dev-friendly: &lt;strong&gt;Idea → Code tonight → Iterate with feedback&lt;/strong&gt;. No deep dives; just build.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Idea Sourcing:&lt;/strong&gt; Personal pains or trends (e.g., vibe-coding from Karpathy). Scan X (Twitter) or Reddit for problems - use semantic search tools.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Rapid Prototyping:&lt;/strong&gt; Use AI APIs for speed. For an agent like his:
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;your-key&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;generate_image&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;prompt&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;style&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;your-brand-style&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;images&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;generate&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;dall-e-3&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;prompt&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;prompt&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt; in &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;style&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;n&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;size&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;1024x1024&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;image_url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;
    &lt;span class="c1"&gt;# Post-process: Check for text typos via OCR + AI
&lt;/span&gt;    &lt;span class="n"&gt;typo_check&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
        &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;gpt-4o&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
        &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Extract text from this image URL and check for typos: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;image_url&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;
    &lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;typo&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;typo_check&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;generate_image&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;prompt&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;style&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;  &lt;span class="c1"&gt;# Iterate!
&lt;/span&gt;    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;image_url&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Memory and Openness:&lt;/strong&gt; Dharmesh uses custom CLI over ChatGPT for portable memory. Hack: store interactions in a vector DB like &lt;a href="https://www.pinecone.io/" rel="noopener noreferrer"&gt;Pinecone&lt;/a&gt; for cross-model recall.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Domain and Naming Hacks:&lt;/strong&gt; He buys domains impulsively (owns 500–1K). Use &lt;a href="https://developer.godaddy.com/doc/endpoint/domains#/v1/" rel="noopener noreferrer"&gt;GoDaddy API&lt;/a&gt; to check/automate:
&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;curl &lt;span class="s2"&gt;"https://api.godaddy.com/v1/domains/available?domain=vibecoding.com"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
&lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Authorization: sso-key your-key"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Launch and Monetize:&lt;/strong&gt; Post on Product Hunt or dev.to. Tie to marketplaces like his agent.ai (2M users). Monetize via subs if it passes "Would I pay $5/month?"&lt;/li&gt;
&lt;/ul&gt;

&lt;blockquote&gt;
&lt;p&gt;Pro tip: if you want to &lt;strong&gt;validate AI-first tools and get insights on discoverability&lt;/strong&gt;, you can also use &lt;a href="https://betteraeo.com/?utm_source=devto" rel="noopener noreferrer"&gt;betterAEO&lt;/a&gt; to see how your project might appear in AI-first searches.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;h2&gt;
  
  
  Scaling with Communities and Movements
&lt;/h2&gt;

&lt;p&gt;Dharmesh's inbound magic: build movements, not just products. For AI projects, create communities (e.g., vibe-coding forums). Dev twist: open-source your core, build ecosystems. His tip: don't trademark terms—let them spread (like "inbound marketing").&lt;/p&gt;

&lt;p&gt;Challenges: avoid black boxes - ensure code maintainability. Dharmesh warns non-devs hit walls; build for longevity with tests.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why Devs Win in AI-First Building
&lt;/h2&gt;

&lt;p&gt;We're the wizards: AI lowers barriers, but our iteration grind (reps over smarts) crushes. Dharmesh works matrix-style—business as a game. Adopt his &lt;strong&gt;"build like everyone's waiting"&lt;/strong&gt; ethos.&lt;/p&gt;




&lt;h2&gt;
  
  
  Solve Your Own Pain Point - What’s Bothering You?
&lt;/h2&gt;

&lt;p&gt;Dharmesh inspires: turn problems into agents. I've vibe-coded a similar tool; it evolved from a script to a $5K/month side gig.&lt;/p&gt;

&lt;p&gt;What’s the AI tool you wish existed? Share project ideas or failures in comments—let's iterate together!&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Optional: use &lt;a href="https://betteraeo.com/?utm_source=devto" rel="noopener noreferrer"&gt;betterAEO&lt;/a&gt; to &lt;strong&gt;audit your AI project’s discoverability&lt;/strong&gt; and get AI-driven recommendations for growth.&lt;/p&gt;
&lt;/blockquote&gt;

</description>
      <category>ai</category>
      <category>seo</category>
      <category>llm</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Mastering Answer Engine Optimization (AEO): A Developer's Toolkit for the AI Search Era</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sun, 05 Oct 2025 10:44:12 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/mastering-answer-engine-optimization-aeo-a-developers-toolkit-for-the-ai-search-era-2igc</link>
      <guid>https://forem.com/mukul_sharma/mastering-answer-engine-optimization-aeo-a-developers-toolkit-for-the-ai-search-era-2igc</guid>
      <description>&lt;p&gt;As devs building apps, APIs, or personal sites, understanding AEO means ensuring your work gets surfaced in tools like ChatGPT. This isn't hype - it's practical engineering for an era where searches bypass browsers. Let's unpack a dev-centric guide with code, strategies, and why this matters for your stack.&lt;/p&gt;

&lt;p&gt;I was listening to a podcast featuring Dharmesh Shah (founder of HubSpot), and he broke down this idea of Answer Engine Optimization (AEO). It clicked for me: SEO isn’t just shifting, it’s being rebuilt for AI.&lt;/p&gt;




&lt;h2&gt;
  
  
  Why AEO Matters More Than Ever for Developers
&lt;/h2&gt;

&lt;p&gt;Imagine querying ChatGPT: "Best Python libraries for data viz in 2025?" If your Matplotlib tutorial isn't cited, you're ghosted. Dharmesh explained how AI has slashed organic traffic by 20-40% - people want answers, not links.  &lt;/p&gt;

&lt;p&gt;For devs, this hits hard: Your GitHub repos, docs, or tech blogs rely on discoverability.  &lt;/p&gt;

&lt;p&gt;AEO flips the script: Optimize for AI engines that crawl, synthesize, and respond. It's like building a REST API - expose structured endpoints (your content) for AI clients to query efficiently. The payoff? Direct citations in AI outputs, driving targeted traffic.  &lt;/p&gt;




&lt;h2&gt;
  
  
  Core Principles of AEO: From Crawlers to Citations
&lt;/h2&gt;

&lt;p&gt;Dharmesh's insights rhyme with dev best practices: Make it fast, structured, and valuable. Here's the breakdown:  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Principle 1: Crawler-Friendly Architecture&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AI bots like OI Searchbot need access. Block them, and you're out. Optimize site speed (under 2s load) and use semantic HTML.  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Principle 2: Human-Centric Yet AI-Readable Content&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AI favors "white-hat" content - timeless, useful info over tricks. But twist: Format for answers, not essays.  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Principle 3: Integration with Existing SEO&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AEO builds on SEO. AI often queries Bing/Google first, so authority links still boost you.  &lt;/p&gt;




&lt;h2&gt;
  
  
  Building Your AEO Toolkit: Practical Dev Steps
&lt;/h2&gt;

&lt;p&gt;Let's get hands-on. As a full-stack dev, treat AEO like optimizing a database for queries.  &lt;/p&gt;

&lt;h3&gt;
  
  
  Step 1: Enable and Monitor AI Crawlers
&lt;/h3&gt;

&lt;p&gt;Update &lt;code&gt;robots.txt&lt;/code&gt; and track AI referrals in analytics (e.g., &lt;code&gt;UTM_source=chatgpt&lt;/code&gt;). Here's a simple Python script to check access:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;check_crawler_access&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;robots_url&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;url&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;/robots.txt&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="n"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;requests&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;robots_url&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;Allow: /&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;GPTBot&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;text&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;AI crawlers enabled!&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Enable them now.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nf"&gt;check_crawler_access&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://your-site.com&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;))&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  Step 2: Restructure for Q&amp;amp;A Formats
&lt;/h3&gt;

&lt;p&gt;AI excels at extracting from structured Q&amp;amp;A. Use Markdown or HTML sections. Example for a Node.js dev blog:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;H2:&lt;/strong&gt; What’s the best way to handle async errors in Node.js?&lt;br&gt;
&lt;strong&gt;Answer:&lt;/strong&gt; Use 'try-catch' with async/await. Example:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;fetchData&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;try&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nf"&gt;fetch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;https://api.example.com&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;response&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;catch &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;error&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
    &lt;span class="nx"&gt;console&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;error&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;Error:&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;error&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
    &lt;span class="k"&gt;throw&lt;/span&gt; &lt;span class="nx"&gt;error&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt; &lt;span class="c1"&gt;// Re-throw for higher handling&lt;/span&gt;
  &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Implement &lt;strong&gt;Schema.org FAQPage markup&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"@context"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"https://schema.org"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"@type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"FAQPage"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mainEntity"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"@type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Question"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"name"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"How to handle async errors in Node.js?"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"acceptedAnswer"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"@type"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Answer"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"text"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Use try-catch with async/await..."&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  Step 3: Incorporate Structured Data for Products/Docs
&lt;/h3&gt;

&lt;p&gt;For e-commerce or tool sites, use JSON-LD for catalogs (size, stock, etc.). Dharmesh highlighted this for inventory-aware answers.&lt;/p&gt;




&lt;h3&gt;
  
  
  Step 4: Leverage Human Signals via Communities
&lt;/h3&gt;

&lt;p&gt;AI loves Reddit/forums with upvotes. Post dev Q&amp;amp;As there, linking back. Example: Answer on Stack Overflow, get cited.&lt;/p&gt;




&lt;h3&gt;
  
  
  Step 5: Test and Iterate
&lt;/h3&gt;

&lt;p&gt;Use tools like Perplexity.ai to query and see if you appear. Automate testing with Selenium scripts to query AI and parse outputs.&lt;/p&gt;

&lt;p&gt;If you’re curious about your &lt;strong&gt;AEO score&lt;/strong&gt; and want a &lt;strong&gt;full gap analysis with AI recommendations&lt;/strong&gt;, check out &lt;a href="https://betteraeo.com/?utm_source=devto" rel="noopener noreferrer"&gt;betterAEO.com&lt;/a&gt; - it’s built to help devs optimize both AEO and SEO.&lt;/p&gt;




&lt;h2&gt;
  
  
  Challenges and Dev Hacks
&lt;/h2&gt;

&lt;p&gt;Binary outcomes suck - if you're not in the top 2-4 answers, zero traffic. Hack: Focus on niche queries with low competition. Dharmesh's timeless content (19-year-old posts still rank) shows iteration wins.&lt;/p&gt;




&lt;h2&gt;
  
  
  Final Thoughts: AEO as Your Next Side Project?
&lt;/h2&gt;

&lt;p&gt;AEO is dev empowerment - engineer visibility like you engineer code. Start small: Optimize one page, query-test it. I've boosted a personal project's AI citations by 30% with Q&amp;amp;A tweaks.&lt;/p&gt;

&lt;p&gt;Another tip: use &lt;a href="https://betteraeo.com/?utm_source=devto" rel="noopener noreferrer"&gt;betterAEO&lt;/a&gt; to audit your site and get actionable AI-driven improvements.&lt;/p&gt;

&lt;p&gt;What's your AEO win or fail? Share in comments - maybe we can collab on an open-source AEO checker!&lt;/p&gt;

</description>
      <category>ai</category>
      <category>seo</category>
      <category>llm</category>
      <category>productivity</category>
    </item>
    <item>
      <title>From SEO to AEO: How AI Engines Are Rewriting the Rules of Visibility</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sat, 27 Sep 2025 04:36:36 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/from-seo-to-aeo-how-ai-engines-are-rewriting-the-rules-of-visibility-3ko8</link>
      <guid>https://forem.com/mukul_sharma/from-seo-to-aeo-how-ai-engines-are-rewriting-the-rules-of-visibility-3ko8</guid>
      <description>&lt;p&gt;Hey devs 👋 Remember when swapping meta tags or adding a few backlinks could boost your site traffic? That playbook feels ancient now - like a build that only fails in production. Search is shifting fast, and the rules aren’t written for humans anymore… they’re written for AI engines.&lt;/p&gt;

&lt;p&gt;I was listening to a podcast with Dharmesh Shah (HubSpot’s founder), and &lt;br&gt;
he dropped a line that hit me like a fresh cup of coffee: &lt;strong&gt;AI isn’t just tweaking search—it’s completely reshaping it.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Across industries, organic Google traffic has dropped 20–40% because people no longer click through blue links. They ask ChatGPT, Perplexity, or Gemini and get instant, synthesized answers - no browsing required.&lt;/p&gt;

&lt;p&gt;For developers building web apps, SaaS tools, or even side projects, this shift to &lt;strong&gt;AI Engine Optimization (AEO)&lt;/strong&gt; is the new battlefield. Let’s break it down dev-style - with actionable steps to keep your projects visible in an AI-first world.&lt;/p&gt;


&lt;h2&gt;
  
  
  The SEO Apocalypse: Why Your Traffic Is Vanishing
&lt;/h2&gt;

&lt;p&gt;Picture this: you search “best CRM for startups” on Google. Classic flow: scan 10 blue links, maybe end up on a HubSpot blog.&lt;/p&gt;

&lt;p&gt;Now in 2025, you type the same into ChatGPT: &lt;em&gt;“I’m a small business owner needing to track customers and deals. What should I use?”&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Boom - instant answer, with pros/cons and maybe a table. No click. No site visit.&lt;/p&gt;

&lt;p&gt;Dharmesh even admitted HubSpot has seen this shift firsthand. With tools like ChatGPT now serving &lt;strong&gt;800M+ weekly users&lt;/strong&gt;, search traffic is siphoned away.&lt;/p&gt;

&lt;p&gt;The reason? AI engines prioritize &lt;strong&gt;answers&lt;/strong&gt;, not clicks. If your content isn’t ready to be surfaced as a direct citation, you’re invisible.&lt;/p&gt;


&lt;h2&gt;
  
  
  Enter AEO: Optimizing for Answers, Not Just Algorithms
&lt;/h2&gt;

&lt;p&gt;Think of AEO as dev-friendly SEO: instead of hacking Google’s algo, you’re &lt;strong&gt;structuring content so AI crawlers can fetch, parse, and remix it easily.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Key difference:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;SEO → clicks.&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;AEO → being the source of truth.&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AI crawlers like &lt;strong&gt;OpenAI’s GPTBot&lt;/strong&gt; or &lt;strong&gt;OI Searchbot&lt;/strong&gt; are already hitting sites. They love structured Q&amp;amp;A content and schema markup - because it makes their job easier.&lt;/p&gt;

&lt;p&gt;If your docs, blogs, or landing pages aren’t answer-friendly, you’re already behind.&lt;/p&gt;


&lt;h2&gt;
  
  
  Actionable Steps: How Devs Can AEO-Proof Their Projects
&lt;/h2&gt;

&lt;p&gt;Here’s how to adapt your projects for an AI-first internet:&lt;/p&gt;
&lt;h3&gt;
  
  
  1. Enable AI Crawlers
&lt;/h3&gt;

&lt;p&gt;Don’t block GPTBot or OI Searchbot. Update &lt;code&gt;robots.txt&lt;/code&gt; like this:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User-agent: OISearchBot
Allow: /

User-agent: GPTBot
Allow: /
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Framework users (Next.js, Django, etc.): integrate crawler rules into configs and test visibility.&lt;/p&gt;




&lt;h3&gt;
  
  
  2. Restructure Content as Q&amp;amp;A
&lt;/h3&gt;

&lt;p&gt;AI thrives on clarity. Instead of long walls of text, use &lt;strong&gt;FAQ-style formats&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;Example:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q: What’s the best way to set up state in React?&lt;/strong&gt;&lt;br&gt;
&lt;strong&gt;A:&lt;/strong&gt; Use &lt;code&gt;useState&lt;/code&gt; - here’s a quick example:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight jsx"&gt;&lt;code&gt;&lt;span class="k"&gt;import&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;useState&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="k"&gt;from&lt;/span&gt; &lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="s1"&gt;react&lt;/span&gt;&lt;span class="dl"&gt;'&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;

&lt;span class="kd"&gt;function&lt;/span&gt; &lt;span class="nf"&gt;Counter&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;count&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;setCount&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;useState&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="k"&gt;return &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nt"&gt;div&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
      &lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nt"&gt;p&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;Count: &lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="nx"&gt;count&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="p"&gt;&amp;lt;/&lt;/span&gt;&lt;span class="nt"&gt;p&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
      &lt;span class="p"&gt;&amp;lt;&lt;/span&gt;&lt;span class="nt"&gt;button&lt;/span&gt; &lt;span class="na"&gt;onClick&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="nf"&gt;setCount&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;count&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;Increment&lt;span class="p"&gt;&amp;lt;/&lt;/span&gt;&lt;span class="nt"&gt;button&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
    &lt;span class="p"&gt;&amp;lt;/&lt;/span&gt;&lt;span class="nt"&gt;div&lt;/span&gt;&lt;span class="p"&gt;&amp;gt;&lt;/span&gt;
  &lt;span class="p"&gt;);&lt;/span&gt;
&lt;span class="p"&gt;}&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Add &lt;strong&gt;FAQ schema (JSON-LD)&lt;/strong&gt; to make it crawler-friendly.&lt;/p&gt;




&lt;h3&gt;
  
  
  3. Build Authority With Smart Linking
&lt;/h3&gt;

&lt;p&gt;AI engines still use Google/Bing rankings as context. Backlinks matter. Publish on platforms like dev.to (yes, this counts!) and cross-link repos, demos, and case studies.&lt;/p&gt;




&lt;h3&gt;
  
  
  4. Monitor AI Traffic
&lt;/h3&gt;

&lt;p&gt;Analytics tools are evolving. Some already show referrals from “chatgpt” or “perplexity.”&lt;/p&gt;

&lt;p&gt;And if you want a head start, tools like &lt;a href="https://betteraeo.com?utm_source=devto" rel="noopener noreferrer"&gt;betterAEO.com&lt;/a&gt; can &lt;strong&gt;audit your site for AI visibility&lt;/strong&gt; - scoring your pages and suggesting optimizations specifically for Answer Engines. Think of it as Lighthouse, but for AI-first search.&lt;/p&gt;




&lt;h2&gt;
  
  
  The Dev Opportunity: Building the Next AEO Stack
&lt;/h2&gt;

&lt;p&gt;This isn’t just defensive - it’s opportunity. Devs can build:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;AEO analyzers:&lt;/strong&gt; simulate AI queries, check if your site is cited.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;CLI tools:&lt;/strong&gt; run AEO checks for docs and APIs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Monitoring dashboards:&lt;/strong&gt; track “AI referrals” as a new analytics layer.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Dharmesh is already tinkering with AI side projects - why shouldn’t we?&lt;/p&gt;




&lt;h2&gt;
  
  
  Wrapping Up: AEO Is the New SEO Gold Rush
&lt;/h2&gt;

&lt;p&gt;AI is shifting SEO from a click-driven chase to an answer-driven game.&lt;/p&gt;

&lt;p&gt;Developers who adapt - by making their content AI-digestible - will thrive. I’ve seen traffic dip 25% on my own side project, but restructuring in Q&amp;amp;A format brought visibility back.&lt;/p&gt;

&lt;p&gt;What about you? Have you noticed AI eating your SEO traffic? Tried any AEO hacks? Drop your experiences in the comments - let’s crowdsource the playbook for the next era of search.&lt;/p&gt;

&lt;p&gt;And if you’re curious about your site’s AEO score, you can run a full gap analysis with AI-powered recommendations at &lt;a href="https://betteraeo.com?utm_source=devto" rel="noopener noreferrer"&gt;betterAEO&lt;/a&gt;&lt;br&gt;
→ It’s built specifically for this shift.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>seo</category>
      <category>llm</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Best Remove Image Background APIs: Features, Pricing &amp; Accuracy</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Sat, 20 Sep 2025 08:49:32 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/best-remove-image-background-apis-features-pricing-accuracy-3le1</link>
      <guid>https://forem.com/mukul_sharma/best-remove-image-background-apis-features-pricing-accuracy-3le1</guid>
      <description>&lt;p&gt;Removing backgrounds from images used to be a manual design chore. Designers spent hours tracing product edges, cleaning up hair strands, and adjusting shadows. But today, AI-powered Remove Background APIs make this entire process instant, scalable, and cost-effective.  &lt;/p&gt;

&lt;p&gt;These APIs are no longer just for e-commerce stores. They’re powering photo editing apps, marketing automation tools, AR/VR pipelines, SaaS products, and enterprise workflows that require clean cutouts for millions of images every month.  &lt;/p&gt;




&lt;h2&gt;
  
  
  Why Use a Remove Image Background API Instead of Building Your Own?
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Open-source models (e.g., U²-Net, MODNet, Segment Anything) demand heavy compute and constant maintenance.
&lt;/li&gt;
&lt;li&gt;Complex cases like hair strands, glass, shadows, or semi-transparent edges need specialized models.
&lt;/li&gt;
&lt;li&gt;Handling bulk jobs, retries, scaling, and asset delivery adds engineering overhead.
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;APIs provide:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Plug-and-play HTTP endpoints or SDKs
&lt;/li&gt;
&lt;li&gt;Production-tested AI models with continuous improvements
&lt;/li&gt;
&lt;li&gt;Features like async jobs, hosted URLs, and batch uploads
&lt;/li&gt;
&lt;li&gt;Transparent or custom background outputs
&lt;/li&gt;
&lt;li&gt;Enterprise-grade reliability and privacy
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Key Features to Evaluate
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Feature Area&lt;/th&gt;
&lt;th&gt;What to Look For&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Accuracy &amp;amp; Output Quality&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Crisp cutouts, fine edges (hair/fur), transparent handling&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Formats &amp;amp; Customization&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;PNG/JPG/WebP; HD/4K; Hosted URLs&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Scalability&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Bulk uploads, async jobs, webhook callbacks&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Developer Tools&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;REST APIs, SDKs, no-code integrations, hosted URLs&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Pricing&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Cost per 500 images, free credits, resolution limits&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  &lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1avmptzf49uvrolp9k8t.png" alt=" " width="800" height="573"&gt;
&lt;/h2&gt;

&lt;h2&gt;
  
  
  Top Remove Image Background APIs
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. &lt;a href="https://www.remove.bg/api" rel="noopener noreferrer"&gt;Remove.bg&lt;/a&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Industry leader in background removal.
&lt;/li&gt;
&lt;li&gt;Very high accuracy, especially with human subjects and fine details.
&lt;/li&gt;
&lt;li&gt;Rich ecosystem of SDKs and integrations.
&lt;/li&gt;
&lt;li&gt;Slightly higher pricing compared to smaller players.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  2. &lt;a href="https://clippingmagic.com/api" rel="noopener noreferrer"&gt;ClippingMagic&lt;/a&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Strong accuracy with customizable editing tools (shadows, reflections, background replacement).
&lt;/li&gt;
&lt;li&gt;Batch API support for bulk catalogs.
&lt;/li&gt;
&lt;li&gt;Pricing depends on resolution and advanced features.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  3. &lt;a href="https://picnie.com/remove-image-background" rel="noopener noreferrer"&gt;Picnie&lt;/a&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Modern API and no-code tools for background removal.
&lt;/li&gt;
&lt;li&gt;Provides &lt;strong&gt;hosted output URLs (S3-style links)&lt;/strong&gt;, eliminating storage concerns.
&lt;/li&gt;
&lt;li&gt;Supports transparent PNGs, background replacement, and batch jobs.
&lt;/li&gt;
&lt;li&gt;Affordable pricing: $30–$40 (~500 images).
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  4. &lt;a href="https://cleanup.pictures/#api" rel="noopener noreferrer"&gt;Cleanup.Pictures&lt;/a&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Good for &lt;strong&gt;background removal + object removal&lt;/strong&gt;.
&lt;/li&gt;
&lt;li&gt;REST API and UI for casual users.
&lt;/li&gt;
&lt;li&gt;Useful when you need cleanup tools in addition to background cuts.
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  5. &lt;a href="https://pixian.ai/api" rel="noopener noreferrer"&gt;Pixian.AI&lt;/a&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Very affordable background removal API.
&lt;/li&gt;
&lt;li&gt;Basic but effective for simple product photos.
&lt;/li&gt;
&lt;li&gt;May lack the advanced fine-detail accuracy of premium tools.
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Comparison Tables
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Feature Comparison
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Feature&lt;/th&gt;
&lt;th&gt;Remove.bg&lt;/th&gt;
&lt;th&gt;ClippingMagic&lt;/th&gt;
&lt;th&gt;Picnie&lt;/th&gt;
&lt;th&gt;Cleanup.Pictures&lt;/th&gt;
&lt;th&gt;Pixian.AI&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Hair &amp;amp; fine edge handling&lt;/td&gt;
&lt;td&gt;Excellent&lt;/td&gt;
&lt;td&gt;Very Good&lt;/td&gt;
&lt;td&gt;Very Good&lt;/td&gt;
&lt;td&gt;Good&lt;/td&gt;
&lt;td&gt;Good&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Transparent PNG output&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Shadows / reflection&lt;/td&gt;
&lt;td&gt;Limited&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Basic&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;No&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Batch / bulk processing&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Limited&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Webhook support&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Hosted URLs&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Limited&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Free trial credits&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h3&gt;
  
  
  Pricing Comparison (for ~500 images)
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Service&lt;/th&gt;
&lt;th&gt;Cost (500 images)&lt;/th&gt;
&lt;th&gt;Free Tier / Trial&lt;/th&gt;
&lt;th&gt;Notes&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Remove.bg&lt;/td&gt;
&lt;td&gt;~$65–70&lt;/td&gt;
&lt;td&gt;Limited free credits&lt;/td&gt;
&lt;td&gt;Higher cost per image at scale&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;ClippingMagic&lt;/td&gt;
&lt;td&gt;~$60–65&lt;/td&gt;
&lt;td&gt;Trial available&lt;/td&gt;
&lt;td&gt;Cost rises for HD/resolution options&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Picnie&lt;/td&gt;
&lt;td&gt;~$30–40&lt;/td&gt;
&lt;td&gt;Free credits&lt;/td&gt;
&lt;td&gt;Includes hosted URLs&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cleanup.Pictures&lt;/td&gt;
&lt;td&gt;~$240–250&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Adds object removal&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Pixian.AI&lt;/td&gt;
&lt;td&gt;~$10–15&lt;/td&gt;
&lt;td&gt;Yes&lt;/td&gt;
&lt;td&gt;Lowest cost, fewer extras&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h3&gt;
  
  
  Best by Use Case
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Use Case&lt;/th&gt;
&lt;th&gt;Recommended APIs&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Maximum accuracy (hair, glass, shadows)&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Remove.bg, ClippingMagic&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Affordable bulk processing&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Picnie, Pixian.AI&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Editing beyond removal (shadows, reflections, cleanup)&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;ClippingMagic, Cleanup.Pictures&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Hosted URLs for easy asset delivery&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Picnie, Remove.bg&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;No-code or hybrid workflows&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Picnie, Cleanup.Pictures&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  &lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4dlekjjcaa7cr146mjp9.png" alt=" " width="780" height="569"&gt;
&lt;/h2&gt;

&lt;h2&gt;
  
  
  Final Recommendations
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Choose &lt;strong&gt;Remove.bg&lt;/strong&gt; if you need the most polished results across all scenarios.
&lt;/li&gt;
&lt;li&gt;Select &lt;strong&gt;ClippingMagic&lt;/strong&gt; if editing flexibility (shadows, reflections, custom backgrounds) matters.
&lt;/li&gt;
&lt;li&gt;Use &lt;strong&gt;Picnie&lt;/strong&gt; if you want an all-rounder solution — simple, no-code, affordable, and scalable, with hosted output URLs and automation via Sheets, APIs, and integrations.
&lt;/li&gt;
&lt;li&gt;Go with &lt;strong&gt;Cleanup.Pictures&lt;/strong&gt; if you need object removal along with background cuts.
&lt;/li&gt;
&lt;li&gt;Pick &lt;strong&gt;Pixian.AI&lt;/strong&gt; for simple, low-budget bulk background removal.
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  FAQs About Remove Background APIs
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Q1. What is a Remove Background API?&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
It’s a cloud service that uses AI to automatically separate the subject from the background in an image, returning a cutout (usually in PNG/JPG).  &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q2. Are free background removal APIs reliable?&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Free tiers exist, but they usually limit resolution, credits, or API calls. For production apps, paid APIs are more reliable.  &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q3. Can I use these APIs for bulk e-commerce catalogs?&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Yes - APIs like Remove.bg and Picnie support batch jobs and webhooks for handling thousands of images.  &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q4. Do these APIs keep my data private?&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Enterprise plans usually include GDPR compliance, data encryption, and regional processing options.  &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Q5. Can I build my own background remover instead?&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Yes, but unless you have AI/ML engineers + GPU infrastructure, it’s usually more cost-effective to use an API.  &lt;/p&gt;

</description>
      <category>removebg</category>
      <category>image</category>
      <category>api</category>
      <category>automation</category>
    </item>
    <item>
      <title>Choosing the Best Screenshot API in 2025: A Developer’s Guide</title>
      <dc:creator>Mukul Sharma</dc:creator>
      <pubDate>Fri, 12 Sep 2025 09:03:48 +0000</pubDate>
      <link>https://forem.com/mukul_sharma/choosing-the-best-screenshot-api-in-2025-a-developers-guide-79</link>
      <guid>https://forem.com/mukul_sharma/choosing-the-best-screenshot-api-in-2025-a-developers-guide-79</guid>
      <description>&lt;p&gt;Taking website screenshots at scale isn’t just a developer utility anymore—it powers &lt;strong&gt;automated testing, visual monitoring, AI vision pipelines, SEO previews, and content auditing&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The fastest way to do this in 2025? &lt;strong&gt;Screenshot APIs&lt;/strong&gt;.&lt;br&gt;&lt;br&gt;
They provide automation, scalability, and infrastructure features that go far beyond Selenium, Puppeteer, or Playwright setups.&lt;/p&gt;




&lt;h2&gt;
  
  
  What This Guide Covers
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Why screenshot APIs matter
&lt;/li&gt;
&lt;li&gt;Key features that separate the best from the rest
&lt;/li&gt;
&lt;li&gt;Comparison of the leading APIs in 2025
&lt;/li&gt;
&lt;li&gt;Pricing breakdown for ~10K images
&lt;/li&gt;
&lt;li&gt;Recommendations by use case
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Why Developers Use Screenshot APIs
&lt;/h2&gt;

&lt;p&gt;Headless browsers like Puppeteer or Playwright can take screenshots, but &lt;strong&gt;scaling them comes with challenges&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Managing containers and infrastructure
&lt;/li&gt;
&lt;li&gt;Handling proxy rotation and IP blocks
&lt;/li&gt;
&lt;li&gt;Maintaining anti-bot workarounds
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Screenshot APIs solve this by providing:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Simple integration through HTTP calls or SDKs
&lt;/li&gt;
&lt;li&gt;Scalable cloud infrastructure
&lt;/li&gt;
&lt;li&gt;Advanced features like proxy pools, geotargeting, and dashboards
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Key Features That Matter
&lt;/h2&gt;

&lt;p&gt;When evaluating providers, consider both &lt;strong&gt;capture flexibility&lt;/strong&gt; and &lt;strong&gt;infrastructure-level capabilities&lt;/strong&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  Capture Customization
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Full-page auto scroll
&lt;/li&gt;
&lt;li&gt;Viewport and resolution control
&lt;/li&gt;
&lt;li&gt;Format options: PNG, JPG, WebP, PDF
&lt;/li&gt;
&lt;li&gt;Dark mode rendering
&lt;/li&gt;
&lt;li&gt;Banner/ad blocking
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8cn8xiccd3itp8nijh2u.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8cn8xiccd3itp8nijh2u.png" alt=" " width="800" height="287"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Infrastructure &amp;amp; Scaling
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Antibot bypass (Cloudflare, CAPTCHA, etc.)
&lt;/li&gt;
&lt;li&gt;Built-in or user-supplied proxy rotation
&lt;/li&gt;
&lt;li&gt;Geolocation targeting
&lt;/li&gt;
&lt;li&gt;JavaScript execution and code injection
&lt;/li&gt;
&lt;li&gt;Caching and monitoring dashboards
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fudgwmtba744im6j3u74k.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fudgwmtba744im6j3u74k.png" alt=" " width="800" height="283"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Top Screenshot APIs in 2025
&lt;/h2&gt;

&lt;h3&gt;
  
  
  &lt;a href="https://scrapfly.io/screenshot-api" rel="noopener noreferrer"&gt;ScrapFly&lt;/a&gt; — Enterprise-grade anti-bot screenshot API
&lt;/h3&gt;

&lt;p&gt;ScrapFly is built for developers who need &lt;strong&gt;reliable screenshots from protected or dynamic sites&lt;/strong&gt;. With global proxy rotation, CAPTCHA bypass, and JavaScript execution, it’s geared toward large-scale automation and scraping at enterprise level.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Antibot bypass for Cloudflare, CAPTCHA, etc.
&lt;/li&gt;
&lt;li&gt;Built-in proxies across 175+ countries
&lt;/li&gt;
&lt;li&gt;JavaScript execution, scrolling, form fills
&lt;/li&gt;
&lt;li&gt;SDKs for Python &amp;amp; TypeScript
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;$100/month for ~15K screenshots&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Teams needing maximum reliability on protected sites.  &lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;a href="https://screenshotone.com/" rel="noopener noreferrer"&gt;ScreenshotOne&lt;/a&gt; — SDK-heavy API with no-code integrations
&lt;/h3&gt;

&lt;p&gt;ScreenshotOne focuses on &lt;strong&gt;ease of integration&lt;/strong&gt; with both developer SDKs and no-code platforms. It offers banner/ad blocking, proxy support, and built-in workflows for &lt;strong&gt;Zapier, Airtable, and Make&lt;/strong&gt;.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Banner &amp;amp; ad blocking
&lt;/li&gt;
&lt;li&gt;Built-in proxies in 18 countries
&lt;/li&gt;
&lt;li&gt;SDKs in multiple languages
&lt;/li&gt;
&lt;li&gt;No antibot bypass
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;$109/month for ~15K screenshots&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Teams using no-code tools or wanting SDK coverage across languages.  &lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;a href="https://www.screenshotapi.net/" rel="noopener noreferrer"&gt;ScreenshotAPI&lt;/a&gt; — Affordable and straightforward
&lt;/h3&gt;

&lt;p&gt;ScreenshotAPI keeps things &lt;strong&gt;simple and cost-effective&lt;/strong&gt;. It’s a good entry-level option for developers who just need basic screenshot capture without complex infrastructure or anti-bot features.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Scrolling screenshots
&lt;/li&gt;
&lt;li&gt;Format support: PNG, JPG, WebP, PDF
&lt;/li&gt;
&lt;li&gt;No dark mode or proxy support
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;$29/month for ~10K screenshots&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Small projects or cost-conscious teams.  &lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;a href="https://urlbox.com/" rel="noopener noreferrer"&gt;Urlbox&lt;/a&gt; — Screenshots with responsive and video previews
&lt;/h3&gt;

&lt;p&gt;Urlbox stands out with &lt;strong&gt;video preview (MP4) support&lt;/strong&gt; and responsive snapshots, making it popular for &lt;strong&gt;marketing teams&lt;/strong&gt; that need device-specific or multimedia outputs. It also integrates with &lt;strong&gt;S3, Cloudflare R2, and Google Cloud&lt;/strong&gt;.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;MP4 video previews
&lt;/li&gt;
&lt;li&gt;Dark mode screenshots
&lt;/li&gt;
&lt;li&gt;SDKs for C#, Node.js, PHP
&lt;/li&gt;
&lt;li&gt;No antibot or proxy support
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;$99/month for ~15K screenshots&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Projects needing responsive previews or video exports.  &lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;a href="https://peekshot.com/" rel="noopener noreferrer"&gt;PeekShot&lt;/a&gt; — Developer-first with generous pricing
&lt;/h3&gt;

&lt;p&gt;PeekShot is one of the newer APIs, but it has a strong &lt;strong&gt;developer-first approach&lt;/strong&gt;. With webhook delivery, CSS/JS injection, BYO proxies, and a free credit tier, it’s a solid choice for both hobbyists and production teams.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Free 100 credits (no expiry)
&lt;/li&gt;
&lt;li&gt;All screenshot types with webhook delivery
&lt;/li&gt;
&lt;li&gt;CSS/JS injection, XPath selectors
&lt;/li&gt;
&lt;li&gt;User-supplied proxies
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;$29/month for 10K screenshots&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Best for:&lt;/strong&gt; Developers experimenting at low cost, scaling later with advanced features.  &lt;/p&gt;




&lt;h2&gt;
  
  
  Pricing Comparison (10K Screenshots, 2025)
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Service&lt;/th&gt;
&lt;th&gt;Base Plan&lt;/th&gt;
&lt;th&gt;Approx. Cost (10K)&lt;/th&gt;
&lt;th&gt;Notes&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;ScrapFly&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;$30/mo → 3,333 shots&lt;/td&gt;
&lt;td&gt;~&lt;strong&gt;$90/mo&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;Anti-bot + global proxies&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;ScreenshotOne&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;$17/mo → 2,000 shots&lt;/td&gt;
&lt;td&gt;~&lt;strong&gt;$85/mo&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;SDKs, no-code friendly&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;ScreenshotAPI&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;$9/mo → 1,000 shots&lt;/td&gt;
&lt;td&gt;~&lt;strong&gt;$29/mo&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;Lightweight, BYO proxy&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Urlbox&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;$19/mo → 2,000 shots&lt;/td&gt;
&lt;td&gt;~&lt;strong&gt;$95/mo&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;Video + multi-format export&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;PeekShot&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;$9/mo → 2,000 shots&lt;/td&gt;
&lt;td&gt;~&lt;strong&gt;$29/mo&lt;/strong&gt;
&lt;/td&gt;
&lt;td&gt;Webhooks, code injection, developer-first&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  Final Recommendations
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Need reliability on protected sites → ScrapFly&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Want SDKs and no-code integrations → ScreenshotOne&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;On a tight budget → ScreenshotAPI&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Need video or responsive previews → Urlbox&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Developer-friendly pricing with advanced features → PeekShot&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;👉 If you only need &lt;strong&gt;bulk screenshots&lt;/strong&gt;, a budget service is fine.&lt;br&gt;&lt;br&gt;
But for &lt;strong&gt;protected or dynamic sites&lt;/strong&gt;, choose a provider with &lt;strong&gt;antibot bypass and proxy rotation&lt;/strong&gt;.  &lt;/p&gt;

</description>
      <category>screenshot</category>
      <category>api</category>
      <category>automation</category>
      <category>productivity</category>
    </item>
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