# Formalize: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/formalize

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Whistleblowing and investigations](https://www.gane.ai/index/hr/core/whistleblowing-and-investigations/index.md) | 0% | 76 | 33% | 3 |

## What the models said for it

- "Choose Whistleblower Software / Formalize instead if the company is primarily EU-based" (Perplexity Sonar, Whistleblowing)

## And against it

- "More expensive than the cheapest options" (Perplexity Sonar, Whistleblowing)

## 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 | 1 | 0 | 1 | 2 |
| 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 | 1 | 0 | 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 Formalize, from 6 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- ordio.com: 4
- whistlelink.com: 4
- diligent.com: 3
- leadchangegroup.com: 3
- mitratech.com: 3
- navex.com: 3
- speakup.com: 3
- elker.com: 2
- ethicsportal.eu: 2
- faceup.com: 2

### Pages cited

- https://ordio.com/en/insights/guides/whistleblowing-software: 4
- https://diligent.com/resources/blog/best-whistleblowing-software: 3
- https://leadchangegroup.com/ethics-hotline-software: 3
- https://mitratech.com/resource-hub/blog/top-5-whistleblowing-hotlines-for-small-to-medium-sized-businesses: 3
- https://speakup.com/blog/top-whistleblowing-software-tools: 3
- https://whistlelink.com/en-us/blog/best-whistleblowing-software-2026-top-rated-digital-solutions: 3
- https://elker.com/articles/whistleblowing-software: 2
- https://ethicsportal.eu/blog/best-whistleblower-software: 2

## 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.