CanaryUsers sends a flock of lifelike AI users through your app on every deploy. They click, type, get confused — and tell you exactly where real people would have bailed.
Drop in a preview deploy, staging, or production link. One line in CI, or paste it in the dashboard. No analytics history needed.
Each canary gets a persona and a goal — sign up, check out, find the docs — then actually works through your UI like a real person.
Get a ranked, fix-ready list — patch it yourself, or hand the steps straight to your AI coder (Cursor, Claude Code, Copilot) and let it fix them for you. Wire it to every push.
No brittle selectors to maintain. Each canary reasons about your UI the way a first-time user would — and fumbles in the same places they would.
Every form field, every step. CanaryUsers shows the moment a canary got stuck, what it tried, and the thought that made it bail.
Wire it into CI and get a flock report as a PR comment. Catch the regression in preview, not in the incident channel.
Blok needs your Mixpanel history. Coframe needs live traffic to optimize against. You have neither when you just shipped. The canaries don't need them.
| CanaryUsers | Blok | Coframe | Swarm | |
|---|---|---|---|---|
| Works with zero traffic / no analytics | — | — | — | |
| Runs on your live deployed app | — | |||
| Tests behavior, not just a prototype | — | |||
| Auto-runs on every git push | — | — | — | |
| Self-serve, free first flock | — | — |
“Cool & Cute! I tried it : 81/100... 0% of 40 🐥 droppped off!!! OUF 💛”
“This is a good idea”
“Nice thanks!”
“It was a lot easier to understand than the big name scanners and also I am finding some of their checks are hitting a lot of false positives as they try to move their traditional offering into AI space. I don't actually use AI to build my site but I have signed up and will continue using.”
“This is useful 🙏”
“That was genuinely useful — I'd never seen the cookie banner because of my own Brave settings, so I'd completely forgotten to check it."”
“Thank you so much! We’re going to start focusing on our SEO and AEO, we definitely didn’t give them the priority they deserved.”
Wire CanaryUsers into CI so every push gets a flock. We're building it — leave your email and you'll be first in line.
Kick the tires, no card.
The easy yes. Give it a real go.
The sweet spot if you ship a lot.
For teams shipping to real users.
A quick check is 2 credits; a deep full-app scan is about 40. Need more? Credit packs from $12. Bigger volume or SSO? Talk to us.
A quick check is 2 credits per page. A deep full-app scan, where the flock drives a real browser with a vision pass, is about 8 per page. A bigger flock adds depth (more birds per page), not a bigger per-page bill.
Quick check — a couple of each persona. Great for CI on every push.
Standard run — stable drop-off rates across the personas.
Deep UX dive — maximum coverage and qualitative voices.
With changed-pages-only on (the default), a typical CI push re-scans just 1–3 pages — so a run is usually only a handful of credits.
Your next deploy could use a few hundred friendly testers.
Launch your first flock