v0.2 ALPHA
mcp enabled

Your Artifact
feedback loop

Stop consolidating Slack threads at midnight. Publish drafts, let reviewers comment, and ship the version your AI distilled from what they actually said.

free while in research preview·no credit card
how it works

Three steps loop

01 · Publish

Drop your artifact

Upload v1, share the link. Each iteration becomes its own version on the same artifact.

02 · Collect

Feedback flows in

Reviewers comment on the version they saw. Threads stay scoped — never scattered.

03 · Analyze

AI scores and summarizes

A score, a paragraph, three things to change — fresh distillation per version, ready in your AI chat via MCP.

why this approach

Built for the way you actually iterate

  1. Publish from your AI chat

    Drop a draft straight from Claude or ChatGPT — via MCP. No copy-paste, no second tool.

  2. One thread per artifact

    Every draft lives at one URL. Reviewers always land on the right thing — nothing gets misfiled.

  3. Version-scoped feedback

    Every iteration is v1, v2, v3. Comments stay attached to the version they were left on — never blurred together.

  4. AI distill, every comment

    A score, a paragraph, three things to change — refreshed after every new comment, ready in your AI chat.

free while in research preview