Chameleon is a product adoption tool for building in-app product tours, announcements and onboarding guidance inside web applications · chameleon.io ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
UserGuiding is first at 34%.
Userpilot is first at 39%. 1 of 14 models made it the first choice when asked directly.
Whatfix is first at 40%.
“Often cited as the best value for small businesses... Best Balance of Price & Power: Chameleon”Qwen 3.7 Flash · Budget-constrained question · first choice
“1. Chameleon ⭐ Best Overall for Mid-Market SaaS”MiniMax M2.5 · Direct question · first choice
“Chameleon is worth a look if fine-grained control over the look and feel of in-app experiences is especially important.”GPT-6 Luna · Paraphrase question · alternative
“Then I'd look at Appcues or Chameleon, which are more focused on in-app tours, walkthroughs, and onboarding”GPT-5.4 mini · Paraphrase question · alternative
“Appcues, Chameleon | Best suited for customer-facing web applications rather than internal enterprise software adoption.”Gemini 3.5 Flash · Scale-constrained question · warning
“Their starting plans are usually $149–$280/mo, so they are more expensive than Product Fruits.”DeepSeek V4 Flash · Budget-constrained question · warning
The products named in the same answers as Chameleon, over the 82 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 64 | 16 | Compare → | |
| 64 | 3 | Compare → | |
| 61 | 3 | Compare → | |
| 38 | 6 | Compare → | |
| 37 | 8 | View → | |
| 31 | 5 | Compare → | |
| 21 | 3 | Compare → | |
| 20 | 4 | View → | |
| 19 | 10 | View → | |
| 13 | 2 | View → |
What the models named instead of Chameleon →
A side-by-side page exists where both products are among a category's top eight.
Stated on Chameleon's own site, not checked by Gane.
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 →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 73 of the 82 answers that named Chameleon and are not a share of its labels.
192 of the 210 domain citations in answers naming Chameleon came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 1 | 3 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 2 | 2 | 0 | 4 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 0 | 3 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 1 | 0 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 6 | 0 | 6 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 358 | undated | |||
| Glossary or explainer | 140 | undated | |||
| Podcast or video | 75 | undated | |||
| Webinar or virtual event | 71 | 1 | 2026-08-28 | ||
| Template or tool | 61 | undated | |||
| Comparison | 45 | 0 | 2026-02-19 | ||
| Case study | 44 | undated | |||
| Report or ebook | 26 | undated | |||
| Conference or event | 6 | 0 | 2015-09-30 |
As the event pages on chameleon.io state them, read September 28, 2026.
Every page chameleon.io 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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.