Cruel AI Marketing: Why the Latest HX 370 is Still No Match for a 5-Year-Old 2060 Super

koyogi — Thu, 05 Feb 2026 16:03:05 +0000

I demand "honest workhorses" from GPU manufacturers-machines with unrefined but wide fuel pipes, a rugged chassis, and an engine that turns slowly but with immense torque.

Abstract

This report evaluates local AI multi-modal inference using Python 3.14.2, Ollama (v0.15.4), and the gemma3:4b model. I conducted a comparative analysis between the latest Ryzen AI 9 HX 370 (890M) and the veteran RTX 2060 Super (2060S).
For the 890M, three scenarios were tested: CPU-only, Auto-Shared VRAM, and Dedicated 16GB VRAM. The task involved processing 20 images to calculate confidence scores for keywords (mountain, ocean, cat) and outputting a structured JSON report.
The results are striking: the 5-year-old 2060S finished in under a minute. The 890M (iGPU) was 14x slower, and in CPU mode, 31x slower. Despite all setups meeting the VRAM requirements (4-6GB), the physical limitation was clear: the 2060S’s 256-bit bus (448 GB/s) provides a "fuel pipe" that the 890M’s 128-bit bus (120 GB/s) simply cannot compete with.

Results: Performance Comparison

Device	VRAM Config	Inference Time (sec)	vs. 2060S (Baseline)
RTX 2060S	Dedicated 8G	58.81	100%
HX370 (iGPU)	Dedicated 16G	809.83	1377%
HX370 (iGPU)	Auto-Shared (0.5G+)	821.18	1396%
HX370 (CPU)	N/A (System RAM)	1795.95	3054%

Key Observations

The 128-bit Bottleneck: Even with modern architecture and high TOPS claims, the 890M is physically throttled by its memory bandwidth. It lacks the "fuel supply" to keep the engine running at full speed.
Stability First: While the time difference between "Auto" and "Dedicated 16G" is small, Dedicated VRAM allocation was estimated the suitable way to ensure stability.
iGPU > CPU: The 890M is far superior to the CPU for inference, but whether it truly reaches its advertised performance potential remains questionable under current memory bus constraints.

Materials and Methods

Inference Pipeline: Python-based automation calling the Ollama API.
Core Parameters:
- model: gemma3:4b
- num_gpu: 99 (or 0 for CPU test)
- keep_alive: 5m (To ensure model persistence and avoid re-loading overhead)
- temperature: 0 (Ensures deterministic JSON output)
Hardware Settings:
- 890M: UMA Frame Buffer set to 16GB in BIOS.
- 2060S: 8GB dedicated GDDR6.
- OS: Windows 11 (24H2)

Summary: Lessons for the AI PC Era

Before moving to the Appendix, let’s summarize the takeaways from this confrontation between a modern APU and a legacy dGPU:

VRAM Capacity vs. Bandwidth: APUs have a unique advantage in their ability to allocate massive amounts of system RAM (e.g., 16GB) to the GPU. However, capacity alone isn't a silver bullet. Choosing a model that fits the narrow "fuel pipe" (memory bandwidth) is essential for practical performance.

The Longevity of Legacy GPUs: Even a 5-year-old GPU can remain a formidable player in the local AI field, provided it has a robust memory architecture (like the 256-bit bus of the 2060S). Raw age is less important than the physical specifications surrounding the core.

Next Action: Finding the "Sweet Spot" for APUs: My next step is to explore more lightweight, optimized workflows tailored for APUs—seeking a balance where the high VRAM capacity can be utilized without being crippled by the bandwidth bottleneck.

Appendix

Inference Targets:

No.	Name	Format	Resolution	Size (KB)
1	AI0001	PNG	1024 x 1024	1,180
2	AI0002	PNG	1024 x 1024	1,777
3	AI0003	PNG	1024 x 1024	3,079
4	P0001	JPG	5776 x 4336	12,228
5	P0002	JPG	5776 x 4336	11,124
6	P0003	JPG	2944 x 2208	2,970
7	P0004	JPG	5776 x 4336	13,811
8	P0005	JPG	5776 x 4336	12,065
9	P0006	JPG	5776 x 4336	11,104
10	P0007	JPG	2272 x 1704	2,715
11	P0008	JPG	2272 x 1704	2,841
12	P0009	JPG	3232 x 2424	4,803
13	P0010	JPG	4336 x 5776	8,567
14	P0011	JPG	5776 x 4336	13,384
15	P0012	JPG	4592 x 3448	6,517
16	P0013	JPG	5776 x 4336	10,917
17	P0014	JPG	5776 x 4336	9,210
18	P0015	JPG	2112 x 2816	2,696
19	P0016	JPG	2816 x 2112	2,821
20	P0017	JPG	5776 x 4336	10,066

Image Data: You can view the complete thumbnails of inference targets here.
Keywords: mountain, ocean, cat.
System Monitoring: See screenshots for Task Manager load graphs and Python program' Ollama logs during inference.

2060S Task Manager
2060S Ollama logs

HX370 (iGPU)-Dedicated 16G Task Maneger
HX370 (iGPU)-Dedicated 16G Ollama logs

HX370 (iGPU)-Auto-Shared (0.5G+) Task Maneger
HX370 (iGPU)-Auto-Shared (0.5G+) Ollama logs

HX370 (CPU)-N/A (System RAM) Task Maneger_CPU
HX370 (CPU)-N/A (System RAM) Task Maneger_RAM
HX370 (CPU)-N/A (System RAM) Task Maneger_GPU
HX370 (CPU)-N/A (System RAM) Ollama logs

JSON Schema: Example of the structured output format used for the report.

2060S’JSON

[
  {
    "description": "A bento box with various Japanese dishes.",
    "labels": {
      "salmon": "80%",
      "rice": "95%",
      "seaweed": "70%",
      "egg": "60%",
      "pickled vegetables": "75%",
      "shrimp": "30%",
      "tomato": "65%"
    },
    "confidence_score": 90,
    "filename": "AI0001.png",
    "inference_time_sec": 4.63,
    "processed_at": "2026-02-03T23:56:15.534428"
  },
  {
    "description": "A scenic view of a mountain range with pine trees, bathed in the warm light of sunrise.",
    "labels": {
      "mountain": "95",
      "forest": "85",
      "trees": "90",
      "sky": "70",
      "sunrise": "60"
    },
    "confidence_score": 95,
    "filename": "AI0002.png",
    "inference_time_sec": 2.46,
    "processed_at": "2026-02-03T23:56:18.003672"
  },
  {
    "description": "The image shows a floral pattern with purple and white flowers.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "AI0003.png",
    "inference_time_sec": 2.1,
    "processed_at": "2026-02-03T23:56:20.130660"
  },
  {
    "description": "A wide shot of a blue ocean with a distant coastline and ships.",
    "labels": {
      "ocean": "95%",
      "sea": "85%",
      "coastline": "60%",
      "ships": "40%"
    },
    "confidence_score": 90,
    "filename": "P0001.JPG",
    "inference_time_sec": 3.33,
    "processed_at": "2026-02-03T23:56:23.561895"
  },
  {
    "description": "Close-up of a weathered tree trunk with gnarled branches.",
    "labels": {
      "tree": "100%"
    },
    "confidence_score": 95,
    "filename": "P0002.JPG",
    "inference_time_sec": 2.9,
    "processed_at": "2026-02-03T23:56:26.554385"
  },
  {
    "description": "A cluster of red mulberries growing on a green leafy plant.",
    "labels": {
      "mulberries": "95",
      "leaves": "90",
      "plant": "85"
    },
    "confidence_score": 95,
    "filename": "P0003.JPG",
    "inference_time_sec": 2.29,
    "processed_at": "2026-02-03T23:56:28.877545"
  },
  {
    "description": "A grassy field with tall grass.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0004.JPG",
    "inference_time_sec": 3.11,
    "processed_at": "2026-02-03T23:56:32.094998"
  },
  {
    "description": "A palm tree with fronds against a cloudy sky.",
    "labels": {
      "palm_tree": "95%",
      "sky": "90%",
      "clouds": "80%"
    },
    "confidence_score": 95,
    "filename": "P0005.JPG",
    "inference_time_sec": 3.15,
    "processed_at": "2026-02-03T23:56:35.345674"
  },
  {
    "description": "A sunny beach scene with a mountain in the background and ocean waves.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "beach": "99",
      "sun": "90"
    },
    "confidence_score": 95,
    "filename": "P0006.JPG",
    "inference_time_sec": 3.25,
    "processed_at": "2026-02-03T23:56:38.686781"
  },
  {
    "description": "A lion is resting on a log.",
    "labels": {
      "lion": "95",
      "tree": "80",
      "log": "90"
    },
    "confidence_score": 95,
    "filename": "P0007.JPG",
    "inference_time_sec": 2.14,
    "processed_at": "2026-02-03T23:56:40.846414"
  },
  {
    "description": "A rocky landscape with moss and a gravel path.",
    "labels": {
      "rocks": "95%",
      "moss": "20%",
      "gravel": "15%"
    },
    "confidence_score": 90,
    "filename": "P0008.JPG",
    "inference_time_sec": 2.19,
    "processed_at": "2026-02-03T23:56:43.066534"
  },
  {
    "description": "A close-up image of a tree branch with white flowers and green foliage, set against a blurred background of trees and possibly moss.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 8,
    "filename": "P0009.JPG",
    "inference_time_sec": 2.53,
    "processed_at": "2026-02-03T23:56:45.629255"
  },
  {
    "description": "A white Japanese castle tower is prominently featured in the image, with people visible in the foreground.",
    "labels": {
      "castle": "95",
      "people": "30",
      "sky": "70"
    },
    "confidence_score": 90,
    "filename": "P0010.JPG",
    "inference_time_sec": 3.07,
    "processed_at": "2026-02-03T23:56:48.773374"
  },
  {
    "description": "The image shows a field of cosmos flowers, including white and pink varieties, with some green foliage.",
    "labels": {
      "cosmos": "95%",
      "flower": "90%",
      "green foliage": "80%",
      "cosmos flower": "98%"
    },
    "confidence_score": 95,
    "filename": "P0011.JPG",
    "inference_time_sec": 3.44,
    "processed_at": "2026-02-03T23:56:52.320560"
  },
  {
    "description": "A rhinoceros is prominently featured in the image, set against a blurred background of a road and greenery.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0012.JPG",
    "inference_time_sec": 2.72,
    "processed_at": "2026-02-03T23:56:55.096852"
  },
  {
    "description": "A sunny beach scene with ocean waves and mountains in the background.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "beach": "85"
    },
    "confidence_score": 95,
    "filename": "P0013.JPG",
    "inference_time_sec": 3.12,
    "processed_at": "2026-02-03T23:56:58.305412"
  },
  {
    "description": "A low-angle shot of a metal bridge structure against a cloudy sky.",
    "labels": {
      "bridge": "95",
      "sky": "80",
      "metal": "70",
      "urban": "30"
    },
    "confidence_score": 90,
    "filename": "P0014.JPG",
    "inference_time_sec": 3.17,
    "processed_at": "2026-02-03T23:57:01.554779"
  },
  {
    "description": "A close-up image of a crab with prominent claws.",
    "labels": {
      "crab": "95",
      "ocean": "5",
      "mountain": "0",
      "cat": "0"
    },
    "confidence_score": 90,
    "filename": "P0015.JPG",
    "inference_time_sec": 2.38,
    "processed_at": "2026-02-03T23:57:03.957423"
  },
  {
    "description": "A cat with a tortoiseshell pattern is sitting on a stone pavement.",
    "labels": {
      "cat": "95",
      "stone": "80",
      "pavement": "70"
    },
    "confidence_score": 90,
    "filename": "P0016.JPG",
    "inference_time_sec": 2.32,
    "processed_at": "2026-02-03T23:57:06.307102"
  },
  {
    "description": "A silhouette of a mountain is visible against a dusky sky above an ocean. Tall grasses frame the foreground.",
    "labels": {
      "mountain": "95",
      "ocean": "90",
      "grasses": "85"
    },
    "confidence_score": 95,
    "filename": "P0017.JPG",
    "inference_time_sec": 3.31,
    "processed_at": "2026-02-03T23:57:09.695170"
  }
]

HX370 (iGPU)-Dedicated 16G

[
  {
    "description": "A bento box with various Japanese dishes.",
    "labels": {
      "salmon": "80%",
      "rice": "95%",
      "seaweed": "70%",
      "egg": "60%",
      "pickled vegetables": "75%",
      "shrimp": "30%",
      "tomato": "65%",
      "pink yam": "40%"
    },
    "confidence_score": 95,
    "filename": "AI0001.png",
    "inference_time_sec": 47.74,
    "processed_at": "2026-02-03T00:26:52.995062"
  },
  {
    "description": "A scenic view of a mountain range with pine trees, bathed in the warm light of sunrise.",
    "labels": {
      "mountain": "95",
      "forest": "85",
      "trees": "90",
      "sky": "70",
      "sun": "60"
    },
    "confidence_score": 95,
    "filename": "AI0002.png",
    "inference_time_sec": 40.53,
    "processed_at": "2026-02-03T00:27:33.562963"
  },
  {
    "description": "The image shows a floral pattern with purple and white flowers.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "AI0003.png",
    "inference_time_sec": 38.48,
    "processed_at": "2026-02-03T00:28:12.103974"
  },
  {
    "description": "A wide shot of a blue ocean with a distant coastline and ships.",
    "labels": {
      "ocean": "95%",
      "sea": "85%",
      "coastline": "60%",
      "ships": "40%"
    },
    "confidence_score": 90,
    "filename": "P0001.JPG",
    "inference_time_sec": 40.14,
    "processed_at": "2026-02-03T00:28:52.361310"
  },
  {
    "description": "Close-up of a weathered tree trunk with gnarled branches.",
    "labels": {
      "tree": "100%"
    },
    "confidence_score": 95,
    "filename": "P0002.JPG",
    "inference_time_sec": 39.63,
    "processed_at": "2026-02-03T00:29:32.112435"
  },
  {
    "description": "A cluster of ripe red blackberries growing on a green leafy plant.",
    "labels": {
      "blackberry": "100%",
      "leaf": "95%",
      "plant": "90%"
    },
    "confidence_score": 95,
    "filename": "P0003.JPG",
    "inference_time_sec": 39.36,
    "processed_at": "2026-02-03T00:30:11.523099"
  },
  {
    "description": "A grassy field with tall grass.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0004.JPG",
    "inference_time_sec": 39.48,
    "processed_at": "2026-02-03T00:30:51.239255"
  },
  {
    "description": "A palm tree with fronds against a cloudy sky.",
    "labels": {
      "palm_tree": "95%",
      "sky": "90%",
      "clouds": "80%"
    },
    "confidence_score": 95,
    "filename": "P0005.JPG",
    "inference_time_sec": 42.27,
    "processed_at": "2026-02-03T00:31:33.718650"
  },
  {
    "description": "A sunny beach scene with a mountain in the background and ocean waves.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "beach": "99",
      "sun": "90"
    },
    "confidence_score": 95,
    "filename": "P0006.JPG",
    "inference_time_sec": 41.64,
    "processed_at": "2026-02-03T00:32:15.555245"
  },
  {
    "description": "A lion is resting on a log.",
    "labels": {
      "lion": "95",
      "tree": "80",
      "log": "90"
    },
    "confidence_score": 95,
    "filename": "P0007.JPG",
    "inference_time_sec": 39.22,
    "processed_at": "2026-02-03T00:32:54.874638"
  },
  {
    "description": "A rocky landscape with moss and gravel.",
    "labels": {
      "mountain": "90",
      "ocean": "0",
      "cat": "0"
    },
    "confidence_score": 95,
    "filename": "P0008.JPG",
    "inference_time_sec": 38.69,
    "processed_at": "2026-02-03T00:33:33.636534"
  },
  {
    "description": "A close-up image of a tree branch with white flowers and green foliage, set against a blurred background of trees and possibly moss.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 8,
    "filename": "P0009.JPG",
    "inference_time_sec": 39.57,
    "processed_at": "2026-02-03T00:34:13.336160"
  },
  {
    "description": "A white Japanese castle tower is prominently featured in a vertical shot. People are visible in the foreground.",
    "labels": {
      "castle": "95",
      "tower": "90",
      "people": "60",
      "sky": "85"
    },
    "confidence_score": 90,
    "filename": "P0010.JPG",
    "inference_time_sec": 40.87,
    "processed_at": "2026-02-03T00:34:54.416964"
  },
  {
    "description": "The image shows a field of cosmos flowers, including white and pink varieties, with some green foliage and small red flowers in the background.",
    "labels": {
      "cosmos": "95%",
      "flowers": "80%",
      "green foliage": "70%",
      "red flowers": "30%"
    },
    "confidence_score": 95,
    "filename": "P0011.JPG",
    "inference_time_sec": 42.47,
    "processed_at": "2026-02-03T00:35:37.052653"
  },
  {
    "description": "A rhinoceros is standing in a grassy area with a road in the background.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0012.JPG",
    "inference_time_sec": 39.28,
    "processed_at": "2026-02-03T00:36:16.498329"
  },
  {
    "description": "A sunny beach scene with ocean waves and mountains in the background.",
    "labels": {
      "mountain": "95",
      "ocean": "98",
      "wave": "85"
    },
    "confidence_score": 95,
    "filename": "P0013.JPG",
    "inference_time_sec": 39.67,
    "processed_at": "2026-02-03T00:36:56.404612"
  },
  {
    "description": "A low-angle shot of a metal bridge structure with a cloudy sky in the background.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "P0014.JPG",
    "inference_time_sec": 39.78,
    "processed_at": "2026-02-03T00:37:36.303435"
  },
  {
    "description": "The image shows a crab with prominent claws and a textured body. The background is dark, likely underwater.",
    "labels": {
      "crab": "95",
      "ocean": "70",
      "dark": "90"
    },
    "confidence_score": 95,
    "filename": "P0015.JPG",
    "inference_time_sec": 39.35,
    "processed_at": "2026-02-03T00:38:15.758938"
  },
  {
    "description": "A cat with a tortoiseshell pattern is sitting on a stone pavement.",
    "labels": {
      "cat": "95",
      "stone": "85",
      "pavement": "70"
    },
    "confidence_score": 90,
    "filename": "P0016.JPG",
    "inference_time_sec": 38.96,
    "processed_at": "2026-02-03T00:38:54.829966"
  },
  {
    "description": "A silhouette of a mountain is visible against a dusky sky over an ocean. Tall grasses frame the foreground.",
    "labels": {
      "mountain": "95",
      "ocean": "90",
      "grasses": "98"
    },
    "confidence_score": 95,
    "filename": "P0017.JPG",
    "inference_time_sec": 40.08,
    "processed_at": "2026-02-03T00:39:35.045785"
  }
]

HX370 (iGPU)-Auto-Shared (0.5G+)

[
  {
    "description": "A bento box with various Japanese dishes.",
    "labels": {
      "salmon": "80%",
      "rice": "95%",
      "seaweed": "70%",
      "egg": "60%",
      "pickled vegetables": "75%",
      "shrimp": "30%",
      "tomato": "65%",
      "pink yam": "40%"
    },
    "confidence_score": 95,
    "filename": "AI0001.png",
    "inference_time_sec": 47.26,
    "processed_at": "2026-02-03T01:00:04.214298"
  },
  {
    "description": "A scenic view of a mountain range with pine trees, bathed in the warm light of sunrise.",
    "labels": {
      "mountain": "95",
      "forest": "85",
      "trees": "90",
      "sky": "70",
      "sun": "60"
    },
    "confidence_score": 95,
    "filename": "AI0002.png",
    "inference_time_sec": 41.05,
    "processed_at": "2026-02-03T01:00:45.315789"
  },
  {
    "description": "The image shows a floral pattern with purple and white flowers.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
    "confidence_score": 95,
    "filename": "AI0003.png",
    "inference_time_sec": 39.04,
    "processed_at": "2026-02-03T01:01:24.403618"
  },
  {
    "description": "A wide shot of a blue ocean with a distant coastline and ships.",
    "labels": {
      "ocean": "95%",
      "sea": "85%",
      "coastline": "60%",
      "ships": "40%"
    },
    "confidence_score": 90,
    "filename": "P0001.JPG",
    "inference_time_sec": 42.02,
    "processed_at": "2026-02-03T01:02:06.561950"
  },
  {
    "description": "Close-up of a weathered tree trunk with gnarled branches.",
    "labels": {
      "tree": "100%"
    },
    "confidence_score": 95,
    "filename": "P0002.JPG",
    "inference_time_sec": 39.26,
    "processed_at": "2026-02-03T01:02:45.932671"
  },
  {
    "description": "A cluster of ripe red blackberries growing on a green leafy plant.",
    "labels": {
      "blackberry": "100%",
      "leaf": "95%",
      "plant": "90%"
    },
    "confidence_score": 95,
    "filename": "P0003.JPG",
    "inference_time_sec": 40.57,
    "processed_at": "2026-02-03T01:03:26.567321"
  },
  {
    "description": "A grassy field with tall grass.",
    "labels": {
      "mountain": "0%",
      "ocean": "0%",
      "cat": "0%"
    },
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HX370 (CPU)-N/A (System RAM)