# Reply Fast: 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/reply-fast

## 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) | 2% | 19 | 0% | 1 |

## What the models said for it

- "Top overall value pick: Reply Fast at $29/month offers the most comprehensive feature set" (Kimi K2, 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Reply Fast, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- reply-fast.com: 5 (its own site)
- softwareadvice.com: 5
- praising.ai: 4
- ftc.gov: 3
- usa.inquirer.net: 3
- albato.com: 2
- capterra.com: 2
- g2.com: 2
- localimpact.com: 2
- reddit.com: 2

### Pages cited

- https://reply-fast.com/blog/best-review-management-software-comparison-2025: 5
- https://softwareadvice.com/review-management: 4
- https://usa.inquirer.net/191823/best-reputation-management-software: 3
- https://albato.com/blog/publications/best-review-management-software: 2
- https://localimpact.com/blog/review-management-tools: 2
- https://praising.ai/best-review-management-software-2026: 2
- https://praising.ai/blog/best-review-software: 2
- https://reviewroket.com/resources/best-review-management-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.