# Prompt Reviews: 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/prompt-reviews

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Review and reputation management](https://www.gane.ai/index/gtm/marketing/review-and-reputation-management/index.md) | 0% | 40 | 0% | 2 |

## What the models said for it

- "Prompt Reviews or Reviews.io offer better automation and broader platform coverage without enterprise pricing" (MiniMax M2.5, Reviews)

## 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 | 1 | 0 | 0 | 1 |
| 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 Prompt Reviews, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- albato.com: 2
- niftybuttons.com: 2
- expertreputation.com: 1
- growyouragency.group: 1
- localimpact.com: 1
- praising.ai: 1
- reply-fast.com: 1
- reviewroket.com: 1
- softwareadvice.com: 1
- wiremo.co: 1

### Pages cited

- https://albato.com/blog/publications/best-review-management-software: 2
- https://niftybuttons.com/blog/top-review-management-apps-small-business: 2
- https://expertreputation.com/best-review-management-tools-for-small-businesses-2025-comparison-guide: 1
- https://growyouragency.group/apps-for-getting-more-reviews: 1
- https://localimpact.com/blog/online-review-tools: 1
- https://localimpact.com/blog/review-management-tools: 1
- https://praising.ai/best-review-management-software-2026: 1
- https://reply-fast.com/blog/best-review-management-software-comparison-2025: 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.