Case Studies
How Cities and Agencies Use Conflation Labs
Real workflows, real numbers, real outcomes. Read how planning departments, fire agencies, and other public-sector teams are turning their existing data into defensible, on-demand intelligence.

Automating Municipal Planning in the City of Riviera Beach
How AI reduced routine zoning inquiries by 75% and saved planners 20 hours per week, freeing up the Planning Department to focus on strategic urban design and high-value site reviews.
Agency: City of Riviera Beach, FL
Product: Site Plan Review & Research Agent
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From Buried NERIS/NFIRS Reports to Defensible Answers in Seconds
How Vallejo Fire Department piloted Fireline Intelligence to turn NERIS/NFIRS narratives and RMS exports into a searchable, audit-ready system of record for grant writing, PRA responses, and command-staff decision making.
Agency: Vallejo Fire Department, CA
Product: Fireline Intelligence
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