P2I.ai

Workbench learnings #1: designing a curation workflow that scales

High-level learnings from building a compliance workbench—without exposing proprietary IP.

Thu Jan 15 2026 • Workbench, Curation, Workflow, Design

Summary

Building a curation workflow is less about “AI magic” and more about designing human checkpoints, state transitions, and repeatable outputs.

Notes

  • The workflow must support both AI-assisted and manual checkpoints.
  • Outputs must be editable, versioned, and publishable.
  • The UI must stay simple; complexity belongs in the pipeline.