Ministry of Finance
It turns a plain-language policy theme into a reviewed, traceable analysis of a large budget.
Ministry of Finance
It turns a plain-language policy theme into a reviewed, traceable analysis of a large budget. Regional and national budgets remain separate because their bases differ.
A theme becomes a standard operating procedure, one reviewer correction spreads to every similar line, and the budget is traced from raw ledger to headline figure.
A theme typed in plain words becomes a standard operating procedure, carrying its legal basis and its weight ladder.
Illustrative product mockup: the on-screen figures are sample data and the region names are masked. The impact figures are recorded ones.
Impact
Delivered
Domain logic separated from each ledger and storage backend, so a new source is an adapter rather than a rewrite.
Repeated ledger semantics are merged before any model call, which is what makes one judgment cover hundreds of rows.
Resumable processing that recomputes only what changed, so no verdict goes stale silently.
AWS Lightsail in Jakarta behind Cloudflare, with heavyweight SDKs replaced by custom SigV4 and TF-IDF to fit a 0.20 MB/s uplink.
Every judgment lands in a queue a finance analyst accepts or overrides.