# Appcues vs Chameleon: which do AI models recommend for digital adoption, October 2026

GTM AI Recommendation Index, October 2026 Edition, Digital adoption and onboarding. One of fourteen models named Appcues first on the direct prompt; one named Chameleon. Page: https://gtm-ai-index.com/customer/digital-adoption-and-onboarding/appcues-vs-chameleon/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Appcues | 5% | #5 of 11 | 14% | 42 | 12 of 14 |
| Chameleon | 2% | #7 of 11 | 5% | 19 | 12 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: appcues first (first choices: Appcues, UserGuiding) (alternatives: Pendo, Product Fruits, Userpilot, Whatfix)
- Llama 4 Maverick: chameleon first (first choices: Chameleon) (alternatives: Skalin, UserGuiding, Userflow)
- Gemini 3.5 Flash: neither first, one named (first choices: Userpilot) (alternatives: Appcues, Spekit, Tango, Userflow, Whatfix)
- Perplexity Sonar: neither first, one named (first choices: Userpilot) (alternatives: Chameleon, Product Fruits)
- DeepSeek V4 Flash: neither first, one named (first choices: Whatfix) (alternatives: Appcues, UserGuiding, Userpilot)
- Qwen 3.7 Flash: neither first, one named (first choices: Whatfix) (alternatives: Appcues, Pendo, WalkMe)
- Kimi K2: neither first, one named (first choices: Userpilot) (alternatives: Appcues, Product Fruits, Whatfix)
- GLM 4.7 FlashX: neither first, one named (first choices: Whatfix) (alternatives: Appcues, Pendo, Product Fruits, UserGuiding, Userpilot)
- MiniMax M2.5: neither first, one named (first choices: Pendo, Whatfix) (alternatives: Appcues)
- GPT-5.4 mini: neither named (first choices: Userpilot) (alternatives: Pendo, WalkMe, Whatfix)
- Grok 4.1 Fast: neither named (first choices: Pendo, Userpilot) (alternatives: UserGuiding, Whatfix)
- Mistral Small: neither named (first choices: Pendo, Whatfix) (alternatives: Gainsight PX, Userpilot)
- GPT-6 Luna: neither named (first choices: Userpilot) (alternatives: Pendo, Whatfix)
- Muse Glimmer 30B: neither named (first choices: UserGuiding, Userpilot) (alternatives: Gainsight PX, Pendo, Spekit, Whatfix)

## What the models said about Appcues

- "Avoid "Product-Led Growth" Onboarding Tools (e.g., Appcues, Userflow, Chameleon, Userpilot)" (Gemini 3.5 Flash, negative prompt, hard negative)
- "$750/month for 1,000 MAUs - More expensive than UserGuiding but still accessible for growing companies" (Kimi K2, budget prompt, soft negative)
- "Appcues or UserGuiding - Appcues for fast, no-code onboarding flows in mid-market SaaS" (Claude Haiku 4.5, direct prompt, first choice)

## What the models said about Chameleon

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.