One workforce.
One governed answer.

HR, Finance, and Engineering ask "how many employees do we have?" and get three different numbers — from the exact same underlying data. Workforce Astra encodes the definition once, as a governed Snowflake Semantic View, so every team gets the identical, SQL-transparent answer.

Try the live conflict below View source

Honest status, 16-Sep-2026: everything on this page runs against the real 150-employee synthetic dataset committed to the repo, computed client-side in your browser using the exact same governance logic defined in the project's Snowflake Semantic View (see sql/02_semantic_view.sql). It is not a live call to Cortex Analyst — the Snowflake trial account is currently blocked by a network policy pending a support ticket. Once that clears, this same logic runs for real inside Snowflake via CoCo CLI.

The cold open: same question, two answers

Ask "how many employees do we have?" two ways. Same 150-row dataset, same moment in time — the numbers genuinely disagree, because one query is governed and one isn't.

Finance asks (ungoverned)

—

"How many people work here, including contractors?"

HRBP asks (governed)

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"How many active employees do we have?"

Ask the governed Semantic View

These are the 6 AI_VERIFIED_QUERIES registered on employee_360. Click one — the answer and the SQL that produced it come from the real dataset, live.

Pick a question above

Flight-risk evidence & the closed-loop action

Comp-ratio below 0.85 and a rating of 4 or above — underpaid high performers, the real retention risk. Click a name for the cited review evidence, then simulate the action a CoCo agent would take via the mock MCP server in this repo.

What's actually running underneath

Governed Semantic View

3 tables, 3 metrics, 6 verified queries. Every question resolves through employee_360, never raw tables.

CoCo CLI skill

Synthetic data generation packaged as $workforce-astra-data-gen — generate, verify, stage, load.

Mock MCP action server

Two tools — Slack manager alert, Workday comp-adjustment draft — protocol-tested with the real MCP client.

Snowflake Semantic Views Cortex Analyst Cortex Search CoCo CLI MCP

One workforce.One governed answer.