Autonomous Feedback Pipeline

Your users report it.
We fix it. Automatically.

An AI-powered pipeline that triages bug reports, generates fixes, runs tests, and deploys — while your users track every step like a package delivery.

Submitted
Triaging
Assessed
Fixing
Testing
Deployed

User submits bug report via your app...

How It Works

From bug report to deployed fix in minutes — fully autonomous with human guardrails.

1

Submitted

User submits feedback via your app's built-in button or API.

2

Triaging

AI analyzes the report against your codebase — risk, effort, affected files.

3

Assessed

Approval gate evaluates risk level. Low-risk fixes auto-approve.

4

Fixing

AI generates and applies the fix across your codebase.

5

Testing

Automated tests verify the fix doesn't break anything.

6

Deployed

Fix ships to production. User gets notified it's live.

Catch it at the design stage

Feedback starts before the bug

The pipeline fixes what's broken in production. The Design Reactor catches it earlier — capturing real reactions while a feature is still a mockup or a clickable demo.

Live demo · pricing-table.html
👍👎💬
👎 Something feels off about this pricing card
Got it — is it the price itself, what's included, or how it looks next to the other plan?
How it looks — it's competing with the plan I want people to pick
Synthesized into a structured, actionable feedback package

Per-element reactions

Reviewers tap 👍, 👎, or 💬 on any part of a mockup — or a live, clickable demo. No login, no form. Every reaction is pinned to the exact element it's about.

Feedback Refiner

A thumbs-down on its own just says “something's off.” The Refiner asks up to three plain-language questions and turns the gut reaction into a structured, actionable package.

Feedback on live demo features

Reactions work on functional demos, not just static screens. Put a working feature in front of users and capture exactly what lands — before you build it for real.

Want it on your mockups? Request a demo →

Built for Production

Not a toy. A pipeline that handles real bug reports at scale.

Design Reactor

Per-element 👍 / 👎 / 💬 on mockups and live demos. Stop guessing what users want — capture their reaction the moment they see it, pinned to the exact element.

Feedback Refiner

A vague thumbs-down becomes an actionable spec. A short, plain-language interview synthesizes structured feedback automatically — no jargon required.

AI-Powered Triage

Every report is analyzed against your actual codebase. Risk level, effort estimate, affected files, and fix plan — generated in seconds.

Approval Gates

Low-risk fixes auto-approve. Medium and high-risk changes queue for human review. You set the thresholds.

Real-Time Tracking

Every user gets a tracking link — like a package tracker for their feedback. They see exactly where their report is in the pipeline.

Webhook Callbacks

Get notified on every stage transition. Keep your internal systems in sync with the pipeline's progress.

Multi-Venture

One pipeline serves all your products. Route feedback to the right repo, apply venture-specific rules, track everything centrally.

Full Audit Trail

Every decision, every stage transition, every actor — logged. Complete transparency for compliance and debugging.

One API Call to Start

Forward feedback from your app. Get a tracking link back. That's it.

Submit Feedback
POST
https://app.uitl.ai/api/v1/feedback/intake
{
  "venture": "YourApp",
  "type": "bug",
  "title": "Login button unresponsive on mobile",
  "description": "Tapping login on iOS Safari...",
  "page": "/login",
  "source_user_email": "user@example.com",
  "auto_fix": true,
  "callback_url": "https://yourapp.com/webhook"
}
Response
201 Created
{
  "id": 142,
  "tracking_token": "qobiybuu7lvte60u",
  "tracking_url": "https://app.uitl.ai/track/qob...",
  "current_stage": "submitted"
}
Webhook callbacks on every stage:
submitted → triaging → assessed → fixing → testing → deployed

Your Users See This

Every feedback submission gets a real-time tracking page — like tracking a package. No login required. Full transparency.

Live Demoapp.uitl.ai/track/...
Submitted
Analyzing
Assessed
Fixing
5
Testing
6
Deployed
Click to see the live tracker →

Early Access

We're onboarding the first wave of teams. Get in early and help shape the product.

Starter
Free
while in early access
  • 50 feedback items / month
  • AI triage + tracking pages
  • Webhook callbacks
  • Email notifications
Get Started
Recommended
Pro
Custom
usage-based pricing
  • Unlimited feedback items
  • Auto-fix + auto-deploy
  • Custom approval gates
  • Multi-repo support
  • Priority support
Contact Us

Ready to close the loop?

Get early access to the autonomous feedback pipeline. Ship fixes faster, keep users happy.

Request Early Access

We'll get back to you within 24 hours.