Duplicate grants
Before Same person registered 5 different ways across 5 programs — the #1 audit finding.
Now A canonical beneficiary master with phonetic + Levenshtein dedup at intake. Background scan surfaced 2,708 suspect duplicates in the existing 104k masterlist for review.
AICS data trapped in spreadsheets
Before Two Excel files (2025 list and 2026 monitoring database) maintained by hand, no cross-reference, no totals.
Now Both CSVs imported as the canonical AICS record — 717 ledger rows, idempotent re-imports, every entry linked to the resident, audit-logged.
Budget invisible during operations
Before AIP allocations sat in an annex xlsx; no one could check fund-utilization in real time.
Now FY 2026 appropriations live in the database — MSWDO ₱0 visible alongside actual disbursements on the same dashboard.
"What law backs this program?"
Before Officials hunted through binders for the SP ordinance. No quick way to print a supporting reference.
Now 0 ordinances indexed by keyword and tagged to AICS, OSCA, PWD, Solo Parent, VAWC, DRRM, Children & Youth, Indigent, 4Ps. Full text + PDF in two clicks. Print as supporting document.