# Fathom: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/hr/vendors/fathom

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [HR AI assistants](https://www.gane.ai/index/hr/experience/hr-ai-assistants/index.md) | 0% | 69 | 0% | 1 |

## What the models said for it

- "add specialized tools like Fathom for specific needs as your budget allows" (Claude Haiku 4.5, HR AI assistants)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |
| 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 | 0 | 0 |
| 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 Fathom, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- varisource.com: 3
- aiforbusinesses.com: 2
- axiobench.com: 2
- g2.com: 2
- gitnux.org: 2
- ravio.com: 2
- softwareadvice.com: 2
- zipdo.co: 2
- apqc.org: 1
- benchmarking.com.au: 1

### Pages cited

- https://varisource.com/blog/saas-benchmark-pricing-tools-buyers-guide: 3
- https://aiforbusinesses.com/blog/best-kpi-benchmarking-tools-small-business: 2
- https://gitnux.org/best/business-benchmarking-software: 2
- https://zipdo.co/best/business-benchmarking-software: 2
- https://apqc.org/: 1
- https://apqc.org/benchmarking-portal/bod/access-options: 1
- https://apqc.org/faq: 1
- https://apqc.org/membership/benefits-values: 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.