Independent hackathon prototype · All data is syntheticDemo date · 26 Aug 2026

Pune district readiness desk

See pressure early. Mobilise calmly.

Inventory, aggregate demand and donor capacity in one synthetic operating picture.

1ready donors
27collections recorded today
0active emergency activation

Synthetic operating picture

Readiness board

Every signal is traceable to inventory, expiry and forecast demand.

AI-assisted forecast

What Pune may need next

A transparent model built from 8 synthetic weeks, recent trend and known aggregate hospital demand.

Model forecast11aggregate units in 7 days
Expected range913with uncertainty
Confidencehighsynthetic data quality
Recent demand trend

9.5 recent weekly units versus 7.0 previously

+1
Known hospital schedule

10 aggregate units already signalled inside the horizon

+10
Expiry exposure

7 current units may expire inside the readiness horizon

-7

Explainable need signal

Pune’s recent A+ platelets demand is up 36%. The transparent model projects 11 aggregate units over 7 days, informed by 8 synthetic weeks and 10 known scheduled units.

Expected range: 9–13 units. This is a planning estimate, not a clinical requirement or guarantee.
Reviewed fallback explanation

Synthetic planning estimate—not a clinical requirement, guaranteed shortage or donor eligibility decision.

Routine donor communication

Calm, local, useful.

Rules decide the need. OpenAI may only help explain it clearly.

Reviewed fallback ready
English

Pune’s projected A+ platelets level is below its demo readiness target. If you are due to donate, consider booking at Deccan Neighbourhood Drive.

हिंदी

Pune में A+ प्लेटलेट्स का अनुमानित स्तर डेमो तैयारी लक्ष्य से नीचे है। यदि आपकी अगली दान तिथि आ चुकी है, तो Deccan Neighbourhood Drive में समय बुक करने पर विचार करें।

Safety note

Readiness uses synthetic aggregate data. Final donor screening happens at the blood centre.