# IQVIA: 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/iqvia

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Audience and consumer insights platforms](https://www.gane.ai/index/gtm/marketing/audience-and-consumer-insights/index.md) | 0% | 72 | 0% | 2 |

## What the models said for it

- "IQVIA - Best for healthcare consumer intelligence" (Llama 4 Maverick, Audience insights)

## 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 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named IQVIA, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- meltwater.com: 3
- hellocustomer.com: 2
- nielsen.com: 2
- sourceforge.net: 2
- app.gumshoe.ai: 1
- brainscape.com: 1
- britopian.com: 1
- buzzabout.ai: 1
- dashsocial.com: 1
- datalily.com: 1

### Pages cited

- https://meltwater.com/en/blog/top-consumer-insights-tools-companies: 3
- https://hellocustomer.com/en/blog/10-best-consumer-insights-platforms: 2
- https://nielsen.com/: 2
- https://app.gumshoe.ai/r/sparktorocom/audience-research-software/15948/leaderboard: 1
- https://brainscape.com/flashcards/competitors-13809049/packs/21474223: 1
- https://britopian.com/social/audience-intelligence-tools-2025: 1
- https://britopian.com/wp-content/uploads/2025/04/Top-10-Audience-Intelligence-Platforms.pdf: 1
- https://buzzabout.ai/blog/audiense-alternatives: 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.