# Qvidian: how AI models rank it, September 2026

GTM AI Recommendation Index, September 2026 Edition. Named in 4 judge labels across 2 categories by 4 of 12 models. Page: https://gtm-ai-index.com/vendors/qvidian/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Proposal software | 0% | 63 | 33% | 3 |
| Content marketing platforms | 0% | 148 | 100% | 1 |

## And against it

- "Enterprise-Heavy (Avoid for Most Mid-Market): Kapost/Upland (~$3.5k+/mo, B2B ops but too pricey/implementation-heavy)" (Grok 4.1 Fast, Content marketing)
- "Enterprise Overkill (Avoid for Small Teams)" (Qwen 3.7 Flash, Proposals)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.