# Honey: 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/honey

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Attribution and marketing mix modeling](https://www.gane.ai/index/gtm/marketing/attribution-mmm/index.md) | 0% | 133 | 100% | 1 |

## And against it

- "Honey replaced their affiliate tracking when shoppers interacted with the extension at checkout, sometimes without providing a meaningful discount" (Muse Glimmer 30B, Attribution & MMM)

## 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 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Honey, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- adexchanger.com: 1
- appsflyer.com: 1
- attributionapp.com: 1
- awin.com: 1
- beautyindependent.com: 1
- benedelman.org: 1
- cometly.com: 1
- develop.nielsen.com: 1
- en.wikipedia.org: 1
- fastcompany.com: 1

### Pages cited

- http://mrs.org.uk/pdf/in%20the%20mix.pdf: 1
- https://adexchanger.com/data-driven-thinking/mmm-is-getting-smarter-it-still-cant-do-the-whole-job-alone: 1
- https://appsflyer.com/blog/measurement-analytics/why-attribution-fails: 1
- https://attributionapp.com/: 1
- https://awin.com/us/news-and-events/post/awin-group-statement-honey-investigation: 1
- https://beautyindependent.com/phia-controversy-flaws-affiliate-attribution: 1
- https://benedelman.org/2026: 1
- https://benedelman.org/all: 1

## What it publishes

Every page honeyb.ai exposes, read 2026-09-29: 450 addresses. By kind, pages and the last 90 days:

- blog: 159 pages, 81 in the last 90 days, latest 2026-09-14
- report or ebook: 10 pages, 0 in the last 90 days, latest 2026-05-12
- comparison: 32 pages, 9 in the last 90 days, latest 2026-09-28
- template or tool: 121 pages, 34 in the last 90 days, latest 2026-07-29
- glossary or explainer: 15 pages, 2 in the last 90 days, latest 2026-09-12
- podcast or video: 1 pages, 1 in the last 90 days, latest 2026-07-29
- Recent: 2026-09-28 comparison: Dataforseo alternatives https://www.honeyb.ai/blog/dataforseo-alternatives
- Recent: 2026-09-28 comparison: Serpapi alternatives https://www.honeyb.ai/blog/serpapi-alternatives
- Recent: 2026-09-14 blog: Ai brand sentiment analysis tools https://www.honeyb.ai/blog/ai-brand-sentiment-analysis-tools
- Recent: 2026-09-12 glossary or explainer: What is ai visibility https://www.honeyb.ai/blog/what-is-ai-visibility
- Recent: 2026-09-07 blog: Google ai mode gemini 3 8 flash https://www.honeyb.ai/blog/google-ai-mode-gemini-3-8-flash
- Recent: 2026-09-07 blog: Google ai mode pricing differences https://www.honeyb.ai/blog/google-ai-mode-pricing-differences

## 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.