← AgriSenseeQuantum by AIOTF

AI-Quantum Integrated Finance & Insurance · Pan India

Farmer Financial Inclusion Engine

Bio-collateral credit, parametric insurance and quantum-pooled risk for 120M+ smallholders

The ND-BSI biological state vector becomes an underwritable asset. L4 inference emits a live credit score, L5 QAOA optimises the reinsurance pool across four agro-climatic zones, and L6 fires parametric payouts to the farmer's bank account without a loss adjuster ever visiting the field.

9 sec
Underwriting
< 72 hrs
Payout latency
₹41
Ops cost / policy
120M
Coverage target

The inclusion gap we close

  • 86%of Indian holdings are < 2 ha, most without formal credit history
  • ₹1.4L Crannual smallholder credit gap served by informal lenders at 30–60% APR
  • 11 monthstypical indemnity insurance claim cycle vs 72 hrs parametric
  • 0 collateralland title not required — biological + repayment telemetry underwrites
01

Live Underwriting Simulator

L4 inference → credit decision

ND-BSI (bio-collateral)0.42
Holding size (acres)2.1
Yield trend vs district6%
Repayment history86%
Rainfall deficit index22%
Livestock units3
Mandi price volatility34%
Bio-Collateral Credit Score
654
STANDARD
300600900
₹57,500
Sanctioned limit
26.00%
Risk-based APR
39.27%
Prob. of default
APR = repo 6.5% + PD-spread 21.60% + opex 2.4% − KCC subvention 3%
limit = ₹42,000/acre × 2.1 ac × f(score) × (1 + 0.25·ND-BSI)

Parametric Crop & Livestock Cover

Sum insured ₹77,625
14
Trigger index
₹21,738
Annual premium
₹0
Payout now
Tier 0 · No triggeridx ≥ 00% SI
Tier 1 · Early stressidx ≥ 3525% SI
Tier 2 · Deficit confirmedidx ≥ 5555% SI
Tier 3 · Crop failureidx ≥ 75100% SI

Index = 0.62 × rainfall deficit + 0.38 × ND-BSI biological stress. No surveyor, no claim form — settlement is auto-initiated to the linked Jan Dhan / KCC account when the index crosses a tier at the block (taluka) grid cell.

02

QAOA Risk-Pool Optimiser

L5 quantum allocation across agro-climatic zones

Risk aversion λ2.4
QAOA depth p3
max Σ wᵢrᵢ − λ Σᵢⱼ wᵢwⱼ ρᵢⱼ σᵢσⱼ   s.t. Σw = 1
12.1%
Pool return
14.0%
Pool σ
0.40
Sharpe

Optimised reinsurance capital allocation

Indo-Gangetic Plain · PB · HR · UP · BR33.2%
E[r] 11.8% · σ 16%
Deccan Rainfed · MH · KA · TS17.7%
E[r] 14.6% · σ 29%
Eastern Humid · WB · OD · AS32.3%
E[r] 10.4% · σ 19%
Southern Peninsular · TN · KL · AP16.8%
E[r] 13.1% · σ 21%

Monsoon failure is spatially correlated — a classical equal-weight pool concentrates tail risk in Deccan + Southern Peninsular (ρ = 0.55). The QAOA cost Hamiltonian penalises that co-movement directly, cutting pool volatility and letting the same capital base underwrite a materially larger farmer count.

03

Pan-India Delivery Rails

How money actually reaches the farmer

Origination · FPO + Village Micro-Hub

The <$45 shared ACOCP edge node doubles as the KYC and application point. FPO secretary onboards 60–400 members; ND-BSI history transfers with the farmer.

e-KYCFPO clusterVernacular voice UI

Rails · AA + UPI + KCC

Account Aggregator consent pulls bank flow, ONDC/e-NAM pulls mandi receipts, disbursal lands on the Kisan Credit Card; repayments auto-debit post-harvest via UPI mandate.

Account AggregatorUPI AutoPayKCC

Settlement · Parametric Oracle

Block-level index computed nightly from satellite + edge telemetry, signed and written to the state ledger. Crossing a tier fires the payout instruction — no human claim adjudication.

Signed oracle72-hr payoutZero paperwork
04

Financial Inclusion at Scale

Portfolio economics per 1M farmers onboarded

MetricInformal lender (today)Legacy bank + PMFBYAI-Quantum stack
Effective borrowing cost30–60% APR9–14% APR6.5–11% APR
Time to sanction1 day (predatory)3–7 weeks9 seconds
Collateral demandedCrop lien / goldLand titleBio-collateral (ND-BSI)
Insurance claim cycleNone8–11 months< 72 hours
Underwriting cost / farmer₹1,850₹41
Portfolio NPA9.4%3.1%
Addressable smallholders~34M120M+
05

Benefits Delivered

Farmer · Lender · Insurer · State

For the small farmer

  • Credit without land title or gold pledge
  • APR cut from 30–60% to single digits
  • Payout in 72 hrs keeps the next sowing funded
  • Score is portable across lenders and seasons

For the lender

  • NPA 9.4% → 3.1% via biological early warning
  • ₹1,850 → ₹41 underwriting cost per file
  • Priority-sector targets met profitably
  • Live portfolio stress from ND-BSI telemetry

For the insurer

  • Moral hazard removed — index, not indemnity
  • QAOA pool cuts correlated tail exposure
  • Loss adjuster field cost eliminated
  • Reinsurers price off an auditable signed oracle

For the state

  • PMFBY / KCC subsidy leakage traceable end-to-end
  • Climate-shock relief disbursed in days not seasons
  • Soil-carbon and water data as a public good
  • Measurable inclusion of the 86% sub-2-ha cohort

Simulation model for demonstration. Rates, scores and payouts are illustrative and are not a credit or insurance offer.