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.

What is this?

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.

The agent proposes. Nothing changes until you decide.

Studio paymentsSimulated product · AI judgments grounded in recorded model runsOct 15

Pay routine invoices without asking?

For 9 invoices, the checks matched your decisions: 7 were right as sent, and you agreed with both I flagged. Waiting for approval made one of Priya's payments 3 days late.

Pay invoices from automatically when they match the terms you agreed with them, up to each, only to their verified accounts, . I'll send a receipt for each. Automatic payments pause for review on .

You set the limit. My recommendation is $2,500, because your largest routine invoice was $2,340.

Choose a limit to see what this would have done with your last 9 invoices.

Turn it off at any time. Payments already sent aren't affected.

Choose a limit to turn this on.

Design notes
  1. The authority reads as one sentence, built from the fields the product enforces. What the person reads is exactly what can happen.

  2. The agent recommends a limit, but the person sets it. Yellow marks only what the person has authored.

  3. Before anything is granted, a preview shows what this authority would have done with past invoices.

  4. Turning it on, editing it and saying not now sit side by side. Nothing changes until the person decides.