# Topmate: 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/topmate

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Mentoring software](https://www.gane.ai/index/hr/learning/mentoring-software/index.md) | 0% | 23 | 0% | 3 |

## What the models said for it

- "Topmate (Best if you know who you want)" (GLM 4.7 FlashX, Mentoring software)

## 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 | 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 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| 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 Topmate, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- adplist.org: 3
- linkedin.com: 3
- emergimentors.com.au: 2
- getapp.com: 2
- mentorloop.com: 2
- softwareadvice.com: 2
- startupscience.io: 2
- brancher.com.au: 1
- capterra.com: 1
- cbinsights.com: 1

### Pages cited

- https://linkedin.com/pulse/10-best-career-mentorship-platforms-2026-mentorcruise-omjwc: 3
- https://adplist.org/guides/best-mentorship-platforms: 2
- https://emergimentors.com.au/blog/top-10-online-mentoring-platforms-in-2024-1: 2
- https://mentorloop.com/mentorloop-vs-together: 2
- https://softwareadvice.com/mentoring: 2
- https://startupscience.io/articles/best-mentorship-platforms-comparison: 2
- https://adplist.org/: 1
- https://adplist.org/faqs: 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.