52 agents across 30 minutes assessed the restaurant sector in Rancho Mirage, Palm Desert, and Palm Springs — the first category-level workflow run, producing a ranked pipeline for entity-level audits.
The category research workflow fans out across a defined city set and business type, pulling web visibility data, reputation signals, and agent-discoverability indicators for every candidate it finds. The goal is not a score — it's a ranked shortlist of which businesses are worth running a full entity audit against, and in what order. Two ranked lists came out: one ordered by demo readiness (how cleanly a business would illustrate the audit product), one by revenue potential.
13 restaurant candidates across Rancho Mirage, Palm Desert, and Palm Springs. The output is a ~6,200-word research report with both ranked lists, per-candidate reasoning, and enough context to brief the entity workflow without re-running the research. The category pass took 52 agents and 883 tool uses — web searches, site fetches, AICV corpus lookups — completed in about 30 minutes.
The practical output of this run: a working queue. Wilma Frieda's came off the top of the list and went straight into an entity audit the same session.