Three-stage workflow
01
02
03
Metric ingestion
Analytical structuring
Narrative synthesis
Routine school forms and enrollment tallies are validated into standardized divisional tables, preserving administrative lineage and raw audit integrity.
Deterministic parsing scripts compute performance variances, staffing ratios, and resource allocations across districts before any external synthesis begins.
An external language-model API receives structured summaries to generate plain-language governance briefs for superintendents and district supervisors.
Operational impact
Measurable administrative relief
78%
faster brief preparation
100%
deterministic audit trail
<$0.02
cost per division brief
The 2026 division study
Access open research methodology, prompt engineering schemas, and evaluation data compiled across Philippine public school divisions by MDasein.


