20 minutes + 10 Q&A · FCI RO / DFPD room
The ask: a 12-week paid pilot with one Regional Office — proposed RO Lucknow, because the UP registry is already in the build.
700+ LMT in the central pool at peak. 2,000+ depots. 80 crore NFSA beneficiaries. The network breathes in two violent waves — RMS wheat April to June, KMS rice October to January — and PDS offtake drains it every single day.
The data already exists. DOS, data.gov.in, NFSA, Annavitran. What does not exist is one picture that puts space, stock and time together for the officer on duty. So overflow gets discovered after the rakes are queued, and a stockout after the district has already run dry.
Don't say "digital twin" yet. Earn it.
Amber is normal. Red is above 90 percent. Cyan is depleting. Nobody trained you on that legend — you already read it.
Nothing told the model to do this. Real procurement calendar, real capacities, and this falls out.
Geometry is real. The UP depot registry is transcribed from the FCI board itself. The daily operational series in this build is synthetic and seasonally shaped — and I'll show you exactly which layer is which in a moment.
Volunteer the real/synthetic split before anyone asks. That's what makes the rest credible.
These are your rules. The optimizer is not allowed to be clever about them.
Every row carries its own evidence — utilisation, coverage days, serving depot. Nothing arrives as "the system says so."
The engine detects and suggests. The officer decides and logs. Override is a first-class action, not an escape hatch — and it's recorded, so next quarter you can see where the model was wrong.
Rakes granted to a state are broken into district lots at the entry railhead. Pass one lifts every district under 7 days. Pass two brings everyone to the buffer floor. Pass three spreads the residue pro-rata to daily offtake.
P50 is the plan you execute. P90 is the plan you survive.
Boundaries: Survey of India, LGD. Depot registry: fci.gov.in annexures, DOS, Sansad Q&A. Daily stock: synthetic today, data.gov.in FCI datasets as the drop-in. Offtake: DFPD bulletin, NFSA, Annavitran, iMPDS. Movement: stylised corridors today, FOIS by partnership.
Every row in the shipped database is provenance-tagged — per-row confidence, per-layer source. When a number is a guess, the system says so.
This is the slide a technical evaluator remembers. Spend the full three minutes. Never cut it.
Registry truth (4 wks) → live time axis (4 wks) → PDS coverage (6 wks) → movement (ongoing).
On-prem or NIC-cloud. Single-file web client. No external dependency at runtime. Nothing in this demonstration needed the internet, including right now.
A 12-week paid pilot with one Regional Office. We propose RO Lucknow, because the UP registry is already in the build.
Scope: live registry, the daily stock feed, duty-mode rollout to the AGM and D.O. desks. Success measured on two numbers — decision latency, and overflow-days.
We need three things: DOS read credentials or daily extracts, one nodal officer, and the RO wall-board data as ground truth.
अन्न का हिसाब, आँख के सामने। The grain ledger, made visible.
Geometry and the UP depot registry are real. Daily stock, offtake and movement in this build are synthetic and seasonally shaped, and every layer is tagged as such.
Phase 2 of the pilot replaces the synthetic time axis with the data.gov.in daily feed. The simulation engine then becomes the forecast layer on top of actuals — not a substitute for them.
In this demonstrator it's a lexicographic, capacity-constrained heuristic over risk-adjusted hierarchical forecasts, running in the browser. That is honest about what it is.
Production replaces it with an auditable MILP / min-cost-flow service plus CP-SAT railhead scheduling, so every plan can be re-derived and defended after the fact.
Rendered in JavaScript from polygon geometry embedded in the file — no boundary-service dependency at runtime. The external boundary follows the official Government of India depiction, including J&K, Ladakh and Arunachal Pradesh.
For release: pin an approved service version, or host the authorised Survey of India ABDB extract inside FCI infrastructure.
It's built around a Regional Office day, not around software: सुबह की समीक्षा, रेक प्रेषण, खरीद निगरानी, PDS उठान. Selecting a duty mode reconfigures camera, layers and feed.
Status sentences and verdicts in Hindi, identifiers and data in English — the split officers already use.
PsyTech — India-registered, India-hosted. Deepstar runs the ingestion and monitoring automation. JOES is our defence decision-support line, and ANNADRISHTI reuses its doctrine: sensor fusion, shared picture, human-authorised action. PDS is the civilian proof.
UP board twin to national 4D game board, built by a founder-led AI-native team in days.
Paid 12-week pilot, then RO → Zone → national DFPD dashboard. iDEX and GeM procurement routes are mapped.
v5, or v4 for the plain national view.v3, then jump straight to the rake queue.