- Load inputs and verify evidence from the prior cycle is intact.
- Measure the letter's metrics (Analyst mentions, verified marketplace listings, credible unpaid media) using deterministic calculation; LLMs may classify and draft rationales only.
- Compare to last cycle and flag deltas and anomalies.
- Draft the fixes or assets for the gaps found.
- Package findings with citations and confidence.
- Submit to the strategist for approval, then hand off.
Hands on: To: FOUND-D Distinctions. Packet: metric snapshot, gap list, approved assets, open questions, evidence links.