# O*NET: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 2 categories by 7 of 14 models. Page: https://www.gane.ai/index/hr/vendors/o-net

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Skills intelligence](https://www.gane.ai/index/hr/performance/skills-intelligence/index.md) | 0% | 42 | 17% | 6 |
| [Compensation benchmarking data](https://www.gane.ai/index/hr/rewards/compensation-benchmarking-data/index.md) | 0% | 50 | 0% | 2 |

## What the models said for it

- "US-centric B2B | O*NET (deep per-occupation detail, free, government-backed)" (MiniMax M2.5, Skills intelligence)
- "Best Free Public Option: U.S. Bureau of Labor Statistics (BLS) & O*NET" (Gemini 3.5 Flash, Compensation benchmarkin)

## And against it

- "Avoid overly proprietary or academic taxonomies (e.g., O*NET for U.S. government use)" (Grok 4.20, Skills intelligence)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 2 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named O*NET, from 11 of the 17 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 5
- disprz.ai: 4
- jobspipe.dev: 4
- muchskills.com: 4
- resources.rework.com: 4
- esco.ec.europa.eu: 3
- hrtechsaas.com: 3
- lightcast.io: 3
- ovi-me.com: 3
- techwolf.ai: 3

### Pages cited

- https://disprz.ai/blog/skills-gap-analysis-software: 4
- https://jobspipe.dev/blog/skills-taxonomy: 4
- https://muchskills.com/playbooks/skills-taxonomy: 3
- https://ovi-me.com/blog/ai-skills-inference-taxonomy-platforms-2026: 3
- https://acorn.works/best/the-8-best-skills-taxonomy-software-in-2026: 2
- https://firsthr.app/compare/training/skills-management-software: 2
- https://www.gane.ai/index/hr/performance/skills-intelligence/2026-09: 2
- https://www.gane.ai/index/hr/performance/skills-intelligence/2026-09/enterprise: 2

## In its own words

What O*NET's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: A workforce professional, developer, and research portal with data, tools, websites, technical documentation, and customer support information. (https://onetcenter.org/)
- For: workforce professional, developer, and research portal (https://onetcenter.org/)

## What it publishes

Every page onetcenter.org exposes, read 2026-09-29: 6 addresses. By kind, pages and the last 90 days:


## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.