The thesis
ui.plan.ai tests whether agent-generated UI work becomes more useful when the artifact, metadata, review state, and decision trail are visible in one operational surface.
The first audience is internal. That is deliberate. V1 is for our team and our agents, because a public product would force quota, monetization, legal, and support work before the core pipeline is proven.
The claim
Section titled “The claim”An agent stream should show:
- what the agent produced,
- how the frame is described,
- where the frame is interactive,
- whether the media is safe to show,
- which approval rules apply,
- what still blocks promotion.
When these pieces are stored as queryable backend data, the Workbench can become the operating system for agent output instead of a static showcase.
Version strategy
Section titled “Version strategy”V1 creates the internal platform. V2 adds server generation. V3 opens the public hosted API after the internal system is worth selling.