# Fast Mirror: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [360 feedback](https://www.gane.ai/index/hr/performance/360-feedback/index.md) | 0% | 22 | 0% | 3 |

## What the models said for it

- "Fast Mirror — Built on I/O psychology with rater agreement analysis" (Kimi K2, 360 feedback)
- "Fast Mirror or PerformYard for psychology-backed insights and customization." (Grok 4.20, 360 feedback)
- "For Actionable, Honest Feedback: Choose Fast Mirror" (Qwen 3.7 Flash, 360 feedback)

## 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 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| 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 Fast Mirror, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- softwareadvice.com: 4
- betterworks.com: 3
- capterra.com: 3
- feedbackpulse.com: 3
- teamflect.com: 3
- forbes.com: 2
- getapp.com: 2
- nanoglobals.com: 2
- softwareadvice.co.uk: 2
- capterra.ca: 1

### Pages cited

- https://softwareadvice.com/hr/360-degree-feedback-comparison: 4
- https://capterra.com/360-degree-feedback-software: 3
- https://teamflect.com/blog/hr-tech/best-360-feedback-tools: 3
- https://betterworks.com/magazine/best-360-degree-feedback-tools: 2
- https://feedbackpulse.com/resources/360-feedback-tools: 2
- https://feedbackpulse.com/resources/best-360-review-software: 2
- https://forbes.com/advisor/business/software/best-360-feedback-software: 2
- https://getapp.com/hr-employee-management-software/360-degree-feedback/org/large-enterprises: 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.