# UserBenchmark: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 4 judge labels across 1 categories by 3 of 14 models. Page: https://hr-ai-index.com/vendors/userbenchmark/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Compensation benchmarking data | 0% | 147 | 75% | 4 |

## And against it

- "UserBenchmark is a controversial benchmarking tool that tech enthusiasts have despised as an unreliable source of hardware review" (Claude Haiku 4.5, Compensation benchmarkin)
- "UserBenchmark has accumulated repeated consumer complaints that "The rankings and recommendations are so heavily skewed"" (Muse Glimmer 30B, Compensation benchmarkin)
- "Avoid UserBenchmark due to widespread accusations of bias and inaccuracy." (Mistral Small, Compensation benchmarkin)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Compensation benchmarking data: 0% to 0%, ±0. Inside the floor by 13 points · rank 135 → 147 of 148.

## In its own words

What UserBenchmark's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Top Market Research & Genuine Product Insight from our Users. Quickly find category leading products with UserBenchmark. Speed test your PC in less than a minute (https://userbenchmark.com/)
- For: users (https://userbenchmark.com/)
- Price stated: Free Download (https://userbenchmark.com/)
- Free plan or trial: Free Download (https://userbenchmark.com/)

## What it publishes

Every page userbenchmark.com exposes, read 2026-09-29: 8 addresses. By kind, pages and the last 90 days:


## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.