5 categories · RankedChameleon
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Interactive demo platforms | Sales | 2% | 7 of 50 | 0% | 5 | under 10 labels · led by Storylane at 31% | |
| Digital adoption and onboarding | Customer | 2% | 8 of 45 | 5% | 19 | accepted challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| In-app messaging and customer communications | Customer | 0% | 26 of 105 | 0% | 9 | under 10 labels · led by Intercom at 21% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Client onboarding platforms | Customer | 0% | 32 of 104 | 0% | 3 | under 10 labels · led by Rocketlane at 47% | |
| Customer education and LMS | Customer | 0% | 27 of 86 | 0% | 2 | under 10 labels · led by LearnUpon at 26% | newNew since September 2026: not ranked then, 0% now. |
Movement
By model
How each model treated Chameleon across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 0 | 2 | 2 | 0 | 4 |
| Grok 4.20 | 0 | 2 | 2 | 0 | 4 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 3 | 0 | 3 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 3 | 0 | 0 | 4 |
| Kimi K2 | 0 | 3 | 3 | 0 | 6 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 2 | 3 | 0 | 5 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Chameleon - Best for PLG SaaS companies and mid-market product teams that want to improve activation, drive feature adoption” Llama 4 Maverick · Digital adoption · direct prompt · first choice
“Top Recommendation: Chameleon ... often preferred over larger enterprise rivals like Pendo for mid-sized teams” Qwen 3.7 Flash · Interactive demos · paraphrase prompt · first choice
“Another highly rated option for small businesses is Chameleon, which is highlighted for its affordability and flexibility” Mistral Small · Digital adoption · budget prompt · alternative
“Starts with a free plan for up to 500 MAUs... Try Chameleon's free plan to validate adoption” Qwen 3.7 Flash · Digital adoption · budget prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash · Digital adoption · negative prompt · hard negative
Named alongside
The products named in the same answers as Chameleon, over the 90 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Chameleon was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 86 of the 90 answers that named Chameleon and are not a share of its labels.
Domains cited
270 of the 300 domain citations in answers naming Chameleon came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
chameleon.io is not in Google's top ten for any of the category's searches. In the answers, Chameleon takes 2% of first choices and Storylane takes 31%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 246,000 a month (“chameleon”)
- AI search demand for its name, est.
- 24,293 a month
- Organic visits to its site
- about 4,268 a month
- Searches its site ranks for
- 2,072 · 53 in the top three
- Sites linking to it
- 2,317
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 4 across its categories
- Named in
- 90 answers
- Its own site cited
- in 86 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHide| 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 |
Most recent
- 2026-08-287111668 deliver on demand microsurveys webinar or virtual event
- 2026-02-1913770884 demo audience identified vs anonymous visitors comparison
- 2015-09-30Standing out as a startup at tech conference lessons from tc disrupt conference or event
Events in person
- June 30, 2026Product Bites and Insights: New YorkNew York · hosted
As the event pages on chameleon.io state them, read September 28, 2026.
How it is countedHide how it is counted
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.
Follow Chameleon
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Chameleon is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- The Self-Improving Product System
- For
- Product Managers, Product Marketers, Product Designers
- Price stated
- Unlock Chameleon's full power with a Growth or Enterprise plan chameleon.io
- Starting price
- 279 chameleon.io/plans
- Free plan or trial
- Start 14-day free trial; Start your free 30-day trial chameleon.io
- Integrations claimed
- 30 chameleon.io/plans
- Certifications
- CCPAGDPRSOC 2 Type 24.4 stars from 359 reviews4.4 / 54.4 stars on G2
- Hosting
- USUS with EU data residency optionsUS-based, with EU data residency optionsEUUKglobal data processing
- Customers named
- MixpanelAuditBoardSwitchboardBloomreachAvidXchangeFivetranChili PiperShortcut
What Chameleon's own pages state, read September 28, 2026: chameleon.io, chameleon.io/plans, trust.chameleon.io, chameleon.io/features/goals, chameleon.io/customers. A claimed page can correct any of them.
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Chameleon's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Chameleon, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Chameleon by email, built from the raw record of the edition. It shows:
- where Chameleon is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Chameleon, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.