Community managers were spending two evenings per association per month assembling board packets — financials, vendor activity, maintenance rollups, agendas. Across ~280 HOAs that's >2,000 manager-hours per month, and quality varied widely.
Florida-specific HOA compliance (post-Surfside SB 4-D record-handling) needed custom blueprints we hadn’t initially scoped. Handwritten board-meeting notes from one long-tenured manager remained too inconsistent to abstract reliably — she still types her own. Lease abstraction achieved 99%+ on system-generated PDFs but only ~75% on scanned hand-corrected leases; confidence routing handles this gracefully.
Stack. AWS Bedrock (Claude + Haiku for routing) · Amazon Textract · AppFolio REST via MCP · S3 · weekly eval review in Langfuse.
Manager time per packet fell from ~5 hours to ~1.5. On-time packet delivery rose from 62% to 96%. Two managers absorbed 30 more HOAs without burning out — capacity unlocked without hiring.