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App / Business automation and AI evaluation

Build a human review queue for AI outputs

Build an AI output review queue in Proforma. Keep source evidence, version references and reviewer decisions visible before any downstream action.

A starting point for

AI operations lead

Bring this question into Chat

Your starting prompt.

Build one App for reviewing [AI outputs] using [review rules]. Show the original evidence, proposed result, uncertainty reason and version references in each case. Store assignments and reviewer decisions in Workspace Tables, preserving changes and separating draft from accepted output. Include unresolved and conflicting-review states. Keep external execution behind separately authorized Actions; reviewer acceptance must not silently send messages, change provider records or certify correctness.

Copy this starting point, then replace the placeholders with your own inputs.

Method and review

Keep the assumptions visible.

Define inputs, outputs, permissions and failure conditions before implementing an Action. Evaluate AI against representative labeled examples and retain human approval for consequential steps.

For this task, check

Review owners should establish accepted-output semantics and confirm that downstream effects require their own authorized workflow.

This starting prompt has no published worked example yet. Begin with a small sample and check the calculations before relying on the result.

Before you begin

  • Permission to use outputs and evidence in the Workspace
  • Defined reviewer access and decision actions
  • Permission to create the App and operational tables

Build one App from data you have permission to query. Review its definitions and calculations with your team.

Take the next step

Make it your investigation.

Copy the prompt above, create or open your Workspace, and paste it into Chat. Add the inputs you have permission to use and adapt the assumptions with your agent.

Start exploring

Your prompt is carried by copy and paste. Signing up does not submit it or start this work automatically.

Or start with your own agent

The setup prompt includes this public task. Your agent will help you connect when needed and use the access you approve.

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