Study 01 · An interactive design study

When should AI stop asking?

You're Sam. You run a small studio with three regular freelancers, and an AI agent checks every invoice before it's paid. Act on each screen to move the story. At some point, the agent will ask to stop asking.

Plays the first two moments, then stops at the proposal for you to decide.

At first, every invoice waits for you.

Studio paymentsSimulated product · AI judgments grounded in recorded model runsAug 4

Priya · Developer

Verified account •••• 9034

PR-0107 · received Aug 4

$2,160

  1. RulePassPriya is covered as a regular freelancer
  2. RulePassPaying Priya's verified account •••• 9034
  3. RulePassNot already paid
  4. AI judgment18 hours at $120 match the agreed rate and the work logged Jul 28 to Aug 1
  5. AI judgmentNothing unusual noticed

Checked. Ready for your approval.

Account verified. Hours and rate match what you agreed with Priya.

Design notes
  1. Every check names whether it came from a rule or AI judgment, and rules come first. The person can see which kind they're relying on.

  2. The approval shows the real cancellation window through the bank's cutoff. Reversibility is represented as it actually exists, not as a generic undo.

  3. Nothing plays by itself. Approving the first invoice is the visitor's own act, before the agent asks for more authority.