What do we know? What do we not know? What assumptions are hidden?

Capturing prompt, voice, document, agency issue, or service concern.

Attaching agency AIR ID, user role, source, date, mission area, and authority.

Applying topic, sensitivity, agency, risk, and IP/data ownership tags.

Deduplicating, validating source, screening PII, normalizing terms, and scoring data quality.

Classifying procurement, privacy, legal, public safety, HR, budget, equity, and cyber risk.

Separating facts from assumptions and comparing options with Bayesian confidence.

Creating a brief, packet, dashboard record, task, or director-ready recommendation.

Routing high-risk decisions for human approval before action or release.

Saving approved output as a County-owned knowledge packet with audit hash.

Rolling approved packets across agencies into shared County intelligence.

Generating annual plan priorities, RACI, KPIs, risks, and budget assumptions.