📓 journal june 12, 2026 sat singh

aicv home & real estate census: 317 businesses mapped across eight subcategories

Category-complete census of the Coachella Valley's home and real estate practitioners. 317 businesses, 28 geo×subcategory discovery cells, 6,746,609 tokens. Structured data on 3 of 226 sites.

AICV published a category-complete census of the Coachella Valley's home and real estate practitioners — 317 businesses across eight subcategories and twelve communities. Every business individually inspected across 28 geo×subcategory discovery cells.

the build

317 enrichment agents, 6,746,609 tokens total, 28 geo×subcategory discovery cells. Model stack: Sonnet for breadth and discovery, Opus for mapping and orchestration, Fable for synthesis. Run-metadata lives in the build session transcript — no disk sidecar was written for this census.

the findings

Structured data appears on 3 of 226 inspected sites — a category-wide rate below 1.5%. Among businesses under a statutory duty to display a license number, 52.4% show one where an agent can find it. That means roughly half of the regulated practitioners in the valley's real estate layer are invisible to an agent checking credentials before making a recommendation.

what this establishes

Real estate is a high-stakes discovery category — license verification matters before a referral. The gap between the regulatory requirement and the digital reality is the finding. An agent routing a buyer or renter to a valley practitioner today cannot verify credentials for nearly half the category.

Tools: Claude Code, Sonnet, Opus, Fable · Enrichment agents: 317 · Discovery cells: 28 · Tokens: 6,746,609
Work chunks — 28-cell discovery orchestration (subcategory × community grid): ~60k · 317-agent enrichment run + license-display analysis: ~90k · report synthesis + aicv publish ops: ~90k · journal entry courier: ~40k
Est. tokens this session: ~280k