The {AI-native} experience layer for every interface

One edge-AI runtime that models how each user understands every element of your product — then dynamically prompt-adapting copy, complexity, and guidance in real time.

Sits above the stack you already ship

ReactVueSvelteNext.jsRemixSolidJSAngularTailwindFramer MotionRadixshadcn/uiAstroReactVueSvelteNext.jsRemixSolidJSAngularTailwindFramer MotionRadixshadcn/uiAstro
01

Same interface for everyone is a bug.

Today's personalization keys off role, plan, and locale — never off how a specific user actually relates to a specific control.

WITHOUT MINDRA
WITH MINDRA
The same onboarding tour on day 1 and year 5
→
Onboarding fades as familiarity crosses a threshold
Identical “Are you sure?” on every delete, forever
→
Confirmations relax into instant + undo for pros
Tooltips no expert has read in months
→
Tooltips morph into shortcuts once mastered
Zero insight into where users actually hesitate
→
A live map of friction across every element
02

The runtime decides, per user, in real time.

Every element carries a live experience state. Your code stays the same — the runtime picks what each user should actually see.

ELEMENT
SIGNAL
NOVICE SEES
EXPERT SEES
Tooltip
Exported 200×, never opened settings, no hover.
“Export your project as a PDF file.”
⌘E
Confirmation
Deleted 40 items, always confirms instantly.
Modal: “Are you sure?”
Delete + undo toast
Empty state
Created 50 projects, never used a template.
“Start from a template →”
“New blank project”
Complexity
High familiarity across advanced controls.
Basic view, guided
Advanced controls exposed
const exp = useAdaptive("export")
// { familiarity: 0.22, expertise: "novice",
// confidence: 0.32, suggestion: "Show tooltip..." }
<Tooltip>{exp.tooltip}</Tooltip>
ONE HOOK
Wrap the app, tag an element, read its state anywhere.
03

See what your users actually understand.

A panel that lives right inside Chrome DevTools — mapping familiarity, hesitation, and friction across your live UI, and flagging where users struggle before the support tickets do.

app.mindra.dev/dashboard
Elements
Console
Sources
Network
Mindra
Performance
Memory
⚙⋮✕
⟳
⌕Filter
AllHigh frictionMastered1,284 sessions · live
Export Project · 2 evt22%
Search Bar · 16 evt86%
Help Context Text · 0 evt0%
Delete Item · 5 evt46%
Nav Link: Roadmap · 0 evt0%
Navbar: Request Access · 0 evt0%
Hero: Title · 0 evt0%
Hero: Description · 0 evt0%
<button id="Export Project">FRICTION
FAMILIARITY
22%
HESITATION
4.1s
ABANDON
18%
BEHAVIOR SIGNALS
▲ 81% of users hover before clicking
▲ Settings dropdown opened by only 16%
● 18% abandon after opening element options
mindra.recommends
Rename “Export” → “Download PDF”. Label ambiguity is the top hesitation predictor here.
Introduce ⌘E to the user (current familiarity is 22%).
Suppress the intro tooltip for returning users — it correlates with abandonment.
04

Instrumented in three steps.

1
Wrap your app
Drop the provider in once. Framework-agnostic core, under 6kb.
2
Tag an element
Or let automatic detection build stable identities for you.
3
Read the state
Get familiarity, confidence, and a suggestion anywhere.
app.tsx
import { AdaptiveProvider, useAdaptive } from "mindra"
// 1 · wrap your app
<AdaptiveProvider>{children}</AdaptiveProvider>
// 2 · tag an element
<Button adaptiveId="export" />
// 3 · read the state anywhere
const exp = useAdaptive("export")
06

Questions engineers ask.

No — it sits above them. mindra doesn't render UI; it tells your existing components what each user should see. Keep React, Vue, Tailwind, or whatever you ship.
mindra
GET STARTED

Ship an interface that remembers.

Drop the runtime in, and every element starts learning who it's for. Request an invitation for our closed developer beta to get started.

Private Beta✓< 6kb core✓Framework-agnostic✓React · Vue · Svelte✓