# Confidence: 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/confidence

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Experimentation and personalization](https://www.gane.ai/index/gtm/marketing/experimentation-and-personalization/index.md) | 0% | 62 | 0% | 1 |

## 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 | 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Confidence, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 2
- growthbook.io: 2
- research.oz.spotlightar.com: 2
- blog.hubspot.com: 1
- confidence.spotify.com: 1
- contentful.com: 1
- conversionista.com: 1
- convert.com: 1
- dripagency.de: 1
- engineering.atspotify.com: 1

### Pages cited

- https://research.oz.spotlightar.com/reports/magic-quadrant-personalization-engines-2025/leaders: 2
- https://blog.hubspot.com/service/best-personalization-software: 1
- https://confidence.spotify.com/comparisons: 1
- https://contentful.com/solutions/personalization: 1
- https://conversionista.com/blogs/the-best-ab-testing-tools-for-2025-how-to-choose-the-right-one: 1
- https://convert.com/blog/optimization-tools/optimizely-alternatives-for-ab-testing: 1
- https://dripagency.de/blog/ab-testing-tools-guide: 1
- https://dripagency.de/blog/best-ab-testing-tools-enterprise: 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.