Women-led SHGenterprise type
12members / owners
Anand, Gujaratdistrict rail
26 weeksforecast horizon
NABARD Hackathon 2026 · AI/ML cash-flow forecasting
See rural-enterprise stress before a missed repayment.
A consented 26-week cash-flow range turns fragmented financial, market and climate signals into an explainable alert—and a human-approved response.
01 · Configure a consented case
Three challenge-aligned enterprise types; one deep dairy SHG story.
Purpose-bound consent receipt
Financial activityWeekly aggregated credits, debits and dues · required · switch off to withdraw
Market signalsAGMARKNET-compatible cached fixture · optional
Climate signalsDistrict-level rainfall anomaly · optional
Case Manager
Bounded, tool-using agentReady · checking runtime…
02 · Forecast the range, not a false point estimate
P10 / P50 / P90 net cash flow by week; visible uncertainty and stress window.
Sakhi Dairy SHG · weekly net cash flow
₹ thousands · future 26 weeks · lower values mean less repayment headroom
P10–P90 uncertaintyP50 expectedP10 / P90stress window
Temporal split: 3 rolling origins × 8 validation weeksInterval coverage —Quantiles are ranges, not guarantees
03 · Compare a response, then stop at the human gate
Counterfactual scenarios support judgement; they are not causal promises.
Intervention simulator
Choose one approved playbook option.
₹7.6killustrative P10 weekly uplift after stress begins
—revised lowest weekly P10
Simulation changes a deterministic scenario curve. It does not estimate causal treatment effect and cannot change an account.
Maker–checker gate
Separation of duties is part of the product.
✓ Maker prepared→○ Independent checker→○ Customer action
Run the review to create an action card
No customer has been contacted and no account has changed.
Policy P-04 · same actor cannot prepare and approve · override requires reason · withdrawal and kill switch checked again before action.
04 · Inspect the harness—and the evidence behind it
Visible tool events, stable replay fingerprint, numerical fidelity check and release metrics.
AUDITRun the review to generate a replay fingerprint.
05 · Built as interoperable public-interest infrastructure
DPG-readiness is demonstrated through reusable contracts and governance—not asserted as certification.
Open & reusable
Apache-2.0 code, OpenAPI, consent/action schemas, model card and data card.
Privacy by design
Granular purpose consent, minimum fields, withdrawal, TTL and no raw PII in the public demo.
DPG-aligned rails
AA, LokOS, ULI, AGMARKNET and IMD are adapter contracts; live status is never overstated.
Accountable operations
Verifier, maker-checker, idempotency, budgets, audit replay, cohort metrics, kill switch and rollback.