Messy feedback in. One shippable move out.

Clarift is strict by design. It rejects praise, memes, and off-topic discussion before analysis runs.

When the input is valid, the engine filters low-signal lines, isolates repeated workflow friction, and emits one decision that reduces that friction directly.

Outputs are anchored in verbatim evidence so you can see what was kept, what was dropped, and why the move is justified.