Our evidence

Every gap shows what backs it

Anyone can say "you should add a reminder". Pixatom tells you why: which published rule asks for it, which well-known apps already do it, or that it is good practice still worth testing.

4 minute read · Updated 9 November 2026

A library of real flows, studied screen by screen

Pixatom's evidence comes from a hand-picked library of real product flows: sign-ups, onboarding, free trials, checkouts, upgrades, failed payments, cancellations, sign-in and security, invites, sharing and more. That is more than 150 real flows and over a thousand screens from apps people use every day, each written up step by step: what the app asks, what it shows and what happens next.

When Pixatom says a gap is "seen in" an app, it is pointing at one of those real flows, not at something the AI half-remembers.

Three kinds of evidence

  • Published rules. Laws and platform rules that apply to the flow, like subscription rules on reminders and cancelling.
  • Real apps. Well-known products that handle the same step well, from the library.
  • Good practice. Sensible advice that is not proven for your case. These findings say so, and suggest a test.

How we keep findings honest

  1. Checked against the library. If an AI step names an app or flow that is not in the library, it is removed before you see it.
  2. Confidence matches the evidence. A gap backed by one app cannot claim to be certain. Confidence is capped to what the evidence supports.
  3. A second review. Every gap is checked again by a separate review, which keeps, downgrades or drops it.
  4. You decide. You agree with each gap or mark it not relevant. Only agreed gaps go into your blueprint.

What we do not claim

Pixatom is a second opinion, not legal advice and not a replacement for talking to your users. When it mentions a rule, check how it applies to you. When it suggests a fix, test it. That is why every blueprint ends with a test plan.

See a full pre-flight check before you pay

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