# ProposalKit: 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/gtm/vendors/proposalkit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Proposal software](https://www.gane.ai/index/gtm/revops/proposal-software/index.md) | 0% | 64 | 100% | 1 |

## And against it

- "Overly Automated or "AI-Powered" Proposal Generators (e.g., ... like some on platforms such as ProposalKit, Bidsketch with heavy AI add-ons ...)" (Grok 4.20, Proposals)

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

### Domains cited

- english.rvo.nl: 1
- northern.edu: 1
- tridentproposals.com: 1
- uzh.ch: 1
- zb.uzh.ch: 1

### Pages cited

- https://english.rvo.nl/topics/horizon-europe/how-use-ai-grant-proposal-writing: 1
- https://northern.edu/cetl/programming/artificial-intelligence/ai-research-and-scholarship: 1
- https://tridentproposals.com/blog/AI-in-proposal-writing: 1
- https://uzh.ch/blog/ub/2026/02/04/grant-writing-with-ai: 1
- https://zb.uzh.ch/storage/app/media/veranstaltungen/Coffee-Lectures-Plaesentationen-Archiv/20251211_GrantWriting_AI_averon.pdf: 1

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.