Chameleon specializes in non-intrusive, deeply customizable in-app experiences. Our embedded elements blend seamlessly into your UI, while Userpilot takes a broader approach that includes product analytics, email, and mobile, alongside in-app messaging.

Where we really differ: AI is deeply integrated throughout Chameleon and we have 3x more native integrations than Userpilot (34 vs. 10) to keep users in your product.

You're paying for capabilities that would otherwise require custom development or multiple tools.

With Chameleon, you get complete design control (Custom CSS, themes, custom icons), 3x more native integrations to keep users in your product, and AI that goes beyond copywriting to build flows and optimize timing automatically.

You also get experiences Userpilot doesn't offer—like AI-powered HelpBar search and truly embedded content that lives in your UI instead of layered on top.

If you need sophisticated, on-brand experiences without technical dependencies, Chameleon delivers more capability per dollar.

Userpilot includes built-in product analytics, which means they've prioritized their own dashboards over deep integrations with best-in-class analytics tools.

The result? Their integrations with Amplitude, Mixpanel, and Heap are one-way: you can send Userpilot data into these tools, but you can't pull data back out to use for targeting.

Chameleon takes a different approach. We integrate bidirectionally with leading analytics platforms, so you can build segments in Amplitude, Mixpanel, or Heap and use them directly in Chameleon for targeting. Your Chameleon experience data also flows into your analytics tool for unified reporting.

Bottom line: Use the analytics stack you already trust. Chameleon works with your tools instead of trying to replace them.

No, and that's intentional.

We believe trying to do everything means doing nothing exceptionally well. Instead, Chameleon focuses exclusively on best-in-class in-app experiences for web applications.

Our philosophy: integrate deeply with the tools you already use rather than replace them with mediocre built-ins. That's why we offer 34 native integrations—so you can build a best-in-class stack that works seamlessly together, with each tool doing what it does best.

What we do support: Desktop and mobile web applications (including progressive web apps and frameworks like React, Vue, and Angular). If your product runs in a browser, Chameleon delivers sophisticated, non-intrusive experiences.

What we don't support: Native mobile apps or email campaigns. For those, we recommend specialized tools that integrate with Chameleon to create unified workflows.

If you need an all-in-one platform, Userpilot might fit. If you want the best product adoption tool that plays well with your existing stack, that's Chameleon.