What is feature adoption software?

Software that prompts existing users to discover and use features they haven't tried, through in-app nudges like tooltips, announcements, checklists, and contextual suggestions. It overlaps with onboarding tools, but the job is features people miss after signup, rather than first-run setup.

What is the best software for in-app product nudges?

Match the tool to how it targets. For hand-designed nudges aimed at segments, Chameleon and Appcues give you the most authoring control. For analytics-driven targeting, Pendo and Userpilot. For nudges that adapt to live product state without per-element maintenance, Frigade is the AI-native option.

Which feature adoption platforms support behavioral targeting?

Userpilot, Pendo, Appcues, and Chameleon all trigger on user properties and event history. The newer approach reads live, per-account product state rather than recorded events, which is the model Frigade uses. The practical difference shows up when your UI changes: event-based triggers keep firing on stale anchors, state-based ones adapt.

How do you promote new features without annoying users?

Move down the targeting tiers. Broadcast only what genuinely applies to everyone, and make everything else conditional on segment, behavior, or context. Cap frequency, keep every nudge dismissible, and delete stale flows on a schedule. The pattern examples above from 1Password, Mercury, and GitHub are worth copying: all three are dismissible, specific, and shown in the location where the feature lives.

Are there AI tools that surface the right feature at the right time?

Yes. The current generation of AI feature-discovery tools reads account state and surfaces the feature a user is most likely to need next, instead of requiring you to define every segment and trigger. Frigade's Suggestions work this way. Much of the rest of the market is adding AI that helps you author nudges faster, while the targeting itself stays segment-based, so check which of the two a vendor means by "AI."

PRODUCT ONBOARDING PO

Feature Adoption Tools in 2026: Best Software by Targeting Type

The best feature adoption software in 2026, organized by how each tool targets its nudges: broadcast announcements, segment-triggered tooltips, behavior-based nudges, and context-aware AI. With real examples from Figma, Linear, 1Password, and Mercury.

Christian Mathiesen

Cofounder of Frigade

Feature Adoption Tools in 2026: Best Software by Targeting Type

Christian Mathiesen

Cofounder of Frigade