# AutogenAI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 10 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/autogenai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [RFP response software](https://www.gane.ai/index/gtm/sales/rfp-response-software/index.md) | 0% | 19 | 0% | 10 |

## What the models said for it

- "Best when speed matters most and your process is relatively lightweight." (GPT-5.4 mini, RFP response)
- "AI-first approach: AutogenAI or 1up" (Kimi K2, RFP response)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named AutogenAI, from 29 of the 29 answers that named it (only the models that return a source list).

### Domains cited

- responsive.io: 14
- autogenai.com: 13 (its own site)
- g2.com: 10
- loopio.com: 10
- softwareadvice.com: 10
- rocketdocs.com: 9
- sifthub.io: 9
- capterra.com: 7
- techtarget.com: 7
- autorfp.ai: 6

### Pages cited

- https://autogenai.com/blog/best-rfp-software-2026: 8
- https://responsive.io/blog/best-rfp-software: 7
- https://techtarget.com/news/The-top-10-RFP-response-software/848889: 7
- https://deeprfp.com/blog/best-rfp-tools-comparison: 6
- https://sifthub.io/blog/best-enterprise-rfp-response-software: 6
- https://github.com/ishandutta2007/Awesome-Specialized-RFP-Response-Generation-Platforms: 5
- https://guideflow.com/blog/rfp-software: 5
- https://thedigitalprojectmanager.com/tools/best-rfp-software-reviewed: 5

## In its own words

What AutogenAI's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: AI-Driven Proposal Writing Solutions for Businesses; AI-driven solutions to boost your success rate with proposal writing software; augmented intelligence to write high-quality, winning proposals and grants faster than ever. (https://autogenai.com/)
- For: Businesses, proposal teams, federal contractors, grant writers, and nonprofits (https://autogenai.com/)
- Certifications: FedRAMP, CCPA, Cyber Essentials Plus, GDPR, ISO 27001
- Hosting: USA, APAC, EMEA, Americas
- Customers named: SERCO, HGS, Salesforce, Twin Training, AMS Group, oOh! Media, MEGT, Jacobs

## What it publishes

Every page autogenai.com exposes, read 2026-09-29: 554 addresses. By kind, pages and the last 90 days:

- blog: 372 pages, 18 in the last 90 days, latest 2026-09-23
- case study: 5 pages, 0 in the last 90 days, latest 2026-03-10
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 41 pages, 1 in the last 90 days, latest 2026-08-13
- comparison: 34 pages, 0 in the last 90 days, latest 2026-06-30
- template or tool: 2 pages, 0 in the last 90 days, latest 2025-11-07
- glossary or explainer: 21 pages, 0 in the last 90 days, latest 2026-03-05
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-23 blog: Government rfp software requirements https://autogenai.com/blog/government-rfp-software-requirements
- Recent: 2026-09-22 blog: Federal contracting software questions https://autogenai.com/blog/federal-contracting-software-questions
- Recent: 2026-09-09 blog: Federal proposal software win rates https://autogenai.com/blog/federal-proposal-software-win-rates
- Recent: 2026-09-09 blog: Government contracting software small business https://autogenai.com/blog/government-contracting-software-small-business
- Recent: 2026-09-03 blog: Federal proposal compliance software https://autogenai.com/blog/federal-proposal-compliance-software
- Recent: 2026-08-14 blog: Government proposal software far dfars https://autogenai.com/blog/government-proposal-software-far-dfars

## 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.