# Retorio: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 3 categories by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/retorio

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI recruiting assistants](https://www.gane.ai/index/hr/talent/ai-recruiting-assistants/index.md) | 0% | 107 | 100% | 1 |
| [Skills intelligence](https://www.gane.ai/index/hr/performance/skills-intelligence/index.md) | 0% | 98 | 0% | 1 |
| [Talent intelligence](https://www.gane.ai/index/hr/performance/talent-intelligence/index.md) | 0% | 111 | 100% | 1 |

## And against it

- "Bias from appearance... Overstated claims... Lack of validated evidence" (GLM 4.7 FlashX, AI recruiting assistants)
- "found instances of insufficient accuracy/bias testing, privacy risks from collecting sensitive data" (Grok 4.20, Talent intelligence)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Retorio, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- ico.org.uk: 3
- gov.uk: 2
- hrdive.com: 2
- 365talents.com: 1
- acorn.works: 1
- arxiv.org: 1
- astaris.co.uk: 1
- bbc.com: 1
- bestrecruitingtools.com: 1
- cam.ac.uk: 1

### Pages cited

- https://ico.org.uk/media2/migrated/4031620/ai-in-recruitment-outcomes-report.pdf: 3
- https://gov.uk/government/publications/responsible-ai-in-recruitment-guide/responsible-ai-in-recruitment: 2
- https://ico.org.uk/about-the-ico/media-centre/news-and-blogs/2024/11/ico-intervention-into-ai-recruitment-tools-leads-to-better-data-protection-for-job-seekers: 2
- https://365talents.com/en/resources/leading-ai-skills-management-tools-for-workforce-mapping: 1
- https://acorn.works/best/the-8-best-skills-taxonomy-software-in-2026: 1
- https://arxiv.org/html/2511.01086v2: 1
- https://astaris.co.uk/blog/how-fair-and-effective-are-ai-recruitment-platforms: 1
- https://bbc.com/news/articles/ced6jv76091o: 1

## 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.