Experience Intelligence for Interfaces

Mindra provides the experience intelligence layer for AI-native software, enabling applications to remember users by continuously building familiarity models from user interactions. This facilitates adaptive interfaces and AI agents that become more helpful with every session.

Mindra sits above your existing technology stack, supporting frameworks such as React, Vue, Svelte, Next.js, Remix, Solid.js, Angular, Tailwind, Framer Motion, Radix, shadcn/ui, and Astro. It ensures that the same interface for everyone is a bug, moving beyond traditional personalization based on role, plan, or locale to understand how a specific user relates to specific controls.

• Adaptive Onboarding: Onboarding fades as user familiarity crosses a threshold.

• Contextual Confirmations: Confirmations relax into instant actions with undo for experienced users.

• Dynamic Tooltips: Tooltips morph into shortcuts as users gain mastery.

• Friction Mapping: Provides a live map of friction across every element to identify user hesitation points.

The runtime decides, per user, in real-time. Every element carries a live experience state, allowing your code to remain consistent while the runtime adapts the user interface. This includes adjusting tooltips, confirmations, and complexity based on user expertise and familiarity.

Key Features:

• ONE HOOK: Wrap your app, tag an element, and read its state anywhere.

• Real-time Insights: See what your users actually understand with a panel in Chrome DevTools mapping familiarity, hesitation, and friction.

• Easy Instrumentation: Wrap your app (under 6kb core, framework-agnostic), tag elements, and read state.

Mindra does not replace your component library or design system; it enhances them by guiding what each user should see. Request an invitation for the closed developer beta to ship an interface that remembers.