Attribution and marketing mix modeling · Named, not rankedHoney
Gane, the publisher, sells software in Attribution & MMM, where this product is measured. It is measured there by the same method as every other product. How the conflict is handled.
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Honey has 1.
Why models recommend it
No positive label carried a quote.
What gives them pause
“Honey replaced their affiliate tracking when shoppers interacted with the extension at checkout, sometimes without providing a meaningful discount”Muse Glimmer 30B · Negative question · warning
Also on the shortlist
The products named in the same answers as Honey, over the 3 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → | |
| 1 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 2 of the 3 answers that named Honey and are not a share of its labels.
Domains cited
Ten of the ten domain citations in answers naming Honey came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 159 | 81 | 2026-09-14 | SEO | |
| Template or tool | 121 | 34 | 2026-07-29 | SEO | |
| Comparison | 32 | 9 | 2026-09-28 | SEO | |
| Glossary or explainer | 15 | 2 | 2026-09-12 | SEO | |
| Report or ebook | 10 | 0 | 2026-05-12 | ||
| Podcast or video | 1 | 1 | 2026-07-29 |
Most recent
- 2026-09-28Dataforseo alternatives comparison
- 2026-09-28Serpapi alternatives comparison
- 2026-09-14Ai brand sentiment analysis tools blog
- 2026-09-12What is ai visibility glossary or explainer
- 2026-09-07Google ai mode gemini 3 8 flash blog
- 2026-09-07Google ai mode pricing differences blog
How it is countedHide how it is counted
Every page honeyb.ai exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name SEO (31); 0 name the category the models place it in. Read September 29, 2026.