# OttoQA: 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/ottoqa

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Contact center quality assurance](https://www.gane.ai/index/gtm/customer/contact-center-quality-assurance/index.md) | 0% | 83 | 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 | 1 | 0 | 1 |
| 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 OttoQA, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- ottoqa.com: 7 (its own site)
- softwareadvice.com: 7
- g2.com: 6
- capterra.com: 5
- cloudtalk.io: 4
- getapp.com: 4
- scorebuddycx.com: 4
- sourceforge.net: 4
- guideflow.com: 3
- topbusinesssoftware.com: 3

### Pages cited

- https://capterra.com/contact-center-quality-assurance-software: 5
- https://ottoqa.com/otto-blog/best-ai-call-qa-software-2026: 5
- https://softwareadvice.com/quality-assurance: 5
- https://softwareadvice.com/quality-assurance/small-business: 4
- https://cloudtalk.io/blog/best-call-center-quality-assurance-software-based-on-g2: 3
- https://g2.com/categories/contact-center-quality-assurance: 3
- https://guideflow.com/blog/contact-center-quality-assurance-software: 3
- https://commsadvisor.com/contact-center-qa-software: 2

## 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.