# Revv: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Proposal software](https://www.gane.ai/index/gtm/revops/proposal-software/index.md) | 0% | 22 | 0% | 2 |

## What the models said for it

- "Safer Alternatives to Consider ... Revv — Clean quote-to-signature workflows" (Kimi K2, 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 | 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 | 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 Revv, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- thedigitalprojectmanager.com: 5
- g2.com: 4
- softwareadvice.com: 4
- responsive.io: 3
- capterra.com.au: 2
- getaccept.com: 2
- pandadoc.com: 2
- bbb.org: 1
- betterproposals.io: 1
- blog.pdffiller.com: 1

### Pages cited

- https://thedigitalprojectmanager.com/tools/best-proposal-software: 5
- https://g2.com/categories/proposal: 3
- https://softwareadvice.com/proposal-management: 3
- https://pandadoc.com/blog/proposal-software: 2
- https://bbb.org/us/ca/san-francisco/profile/computer-software-developers/pandadoc-1116-905103/complaints: 1
- https://bbb.org/us/ca/san-francisco/profile/computer-software-developers/pandadoc-1116-905103/customer-reviews: 1
- https://betterproposals.io/alternatives: 1
- https://betterproposals.io/alternatives/honeybook: 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.