# ARC-AGI: how AI models rank it, October 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Compensation benchmarking data | 0% | 47 | 0% | 1 |

## What the models said for it

- "Favor newer, harder benchmarks (e.g., ARC-AGI private sets) or real-world custom evals." (Grok 4.1 Fast, 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. New · not ranked in September 2026 · rank 47 of 148.

## 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.