Digital adoption and onboarding · October 2026 Edition
Pendo vs Chameleon
Three of fourteen models named Pendo first on the direct prompt; one named Chameleon. Pendo was named by thirteen of the fourteen models and Chameleon by twelve and Pendo carries 60 labels and Chameleon 19, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in five categories this edition.
First-choice share8%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate33%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 11; printed, not drawn.
Labels6019A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Pendo reading right to left. Rank and label count are printed, not drawn.Whatfix was named alongside these two in twelve of the fourteen direct answers. Userpilot vs Pendo · Userpilot vs Chameleon · UserGuiding vs Pendo
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the digital adoption and onboarding page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
PendoFirst choices, of fourteen modelsChameleon
Direct313 against Pendo
Paraphrase107 against Pendo
Comparative10
Budget-constrained001 against Pendo
Scale-constrained10
Negative109 against Pendo · 1 against Chameleon
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Pendo and Chameleon stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | | | |
Pendo Chameleon first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pendo on the left and Chameleon on the right.The direct prompt
The plain question, one answer per model, grouped by where Pendo and Chameleon stood in it.
Pendo first, Chameleon not the choice
3 of 14 modelsChameleon was named in the answer but not as the choice, or not at all.Grok 4.1 FastPendo, Userpilot alternatives: UserGuiding, Whatfix
Mistral SmallPendo, Whatfix alternatives: Gainsight PX, Userpilot
MiniMax M2.5Pendo, Whatfix alternatives: Appcues
Chameleon first, Pendo not the choice
1 of 14 modelsPendo was named in the answer but not as the choice, or not at all.Llama 4 MaverickChameleon alternatives: Skalin, UserGuiding, Userflow
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Appcues, UserGuiding alternatives: Pendo, Product Fruits, Userpilot, Whatfix
GPT-5.4 miniUserpilot alternatives: Pendo, WalkMe, Whatfix
Perplexity SonarUserpilot alternatives: Chameleon, Product Fruits
Qwen 3.7 FlashWhatfix alternatives: Appcues, Pendo, WalkMe
GLM 4.7 FlashXWhatfix alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot
GPT-6 LunaUserpilot alternatives: Pendo, Whatfix
Muse Glimmer 30BUserGuiding, Userpilot alternatives: Gainsight PX, Pendo, Spekit, Whatfix
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashUserpilot alternatives: Appcues, Spekit, Tango, Userflow, Whatfix
DeepSeek V4 FlashWhatfix alternatives: Appcues, UserGuiding, Userpilot
Kimi K2Userpilot alternatives: Appcues, Product Fruits, Whatfix
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Pendo4%#7 of 10Chameleon4%#6 of 10Mid-marketThe figures above
Enterprise
What the models said about Pendo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Skip Pendo unless your product team desperately needs a deep "system of record" for product analytics” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Platforms to Avoid for Mid-Market ... Pendo | Expensive (~$4,083/month median); steep learning curve” Kimi K2 · direct prompt · hard negative
“Avoid Pendo if your primary need is in-app guidance.” DeepSeek V4 Flash · negative prompt · hard negative
“I'd typically suggest starting with Appcues or Pendo depending on whether you prioritize simplicity (Appcues) or analytics-driven guidance (Pendo).” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd suggest starting with Pendo or Whatfix as they offer the best balance of features, pricing, and ease of use” MiniMax M2.5 · direct prompt · first choice
What the models said about Chameleon
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)” Gemini 3.5 Flash · negative prompt · hard negative
“Chameleon - Best for PLG SaaS companies and mid-market product teams that want to improve activation, drive feature adoption” Llama 4 Maverick · direct prompt · first choice
“Another highly rated option for small businesses is Chameleon, which is highlighted for its affordability and flexibility” Mistral Small · 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 · budget prompt · alternative
Also compared
Userpilot vs PendoUserpilot vs ChameleonUserGuiding vs PendoUserGuiding vs ChameleonWhatfix vs PendoWhatfix vs ChameleonPendo vs AppcuesPendo vs TangoPendo vs UserlaneAppcues vs ChameleonTango vs ChameleonChameleon vs UserlaneAll twenty-eight head-to-head pages and the full digital adoption standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.