Turn messy finance & operations data into defensible decisions.
CHED is a shared data layer that connects spreadsheets, reporting systems, forms, and internal tools. CHEDai sits on top—summarizing evidence, surfacing uncertainty, and supporting clear decision paths.
The goal is not “more data,” but more usable truth—for finance, governance, and accountable outcomes.
CHED: the data integration layer
Connects your existing sources (spreadsheets, tools, uploads) into a unified structure so information can be compared, reconciled, and reused.
How it works →CHEDai: decision support, not dashboards
Plain-language summaries of what the evidence suggests, what’s uncertain, and what actions logically follow— with traceable reasoning.
Trust & defensibility →Built for accountability
Support audits, variance analysis, funding compliance, and KPI reporting—without rebuilding your entire stack.
Finance use cases →How it works
CHED sits between your inputs and your reporting outcomes. It standardizes structure, tracks provenance, and enables consistent analysis across time.
- Ingest: spreadsheets, forms, exports, and internal system outputs
- Standardize: map messy columns to shared definitions
- Link: connect people/programs/periods/transactions consistently
- Explain: CHEDai produces decision-ready summaries with uncertainty noted
Finance & operations use cases
- Budget vs actuals narratives (variance explanations that are consistent and traceable)
- Grant / funding compliance reporting with standardized evidence
- Multi-program KPI rollups without manual spreadsheet stitching
- Board-ready summaries: “what changed, why, and what we should do next”
Trust and defensibility
CHEDai is designed to support decisions—not replace accountability. Outputs should be explainable, reviewable, and grounded in linked source data.
- Evidence-first outputs with clear assumptions
- Uncertainty made explicit (what’s known vs. inferred)
- Consistent definitions across reporting periods