Explainable Graph AI for agricultural finance

Making Invisible Farmers
Visible.

AI-powered lending intelligence built on alternative data, Graph AI, and climate analytics — so banks, SACCOs and cooperatives can lend to smallholder farmers with confidence.

Fair finance · Explainable decisions · Inclusive agriculture

2.4M+
Farmers profiled
87
Avg Trust Score
12K+
Loans assessed
94%
Repayment rate

Backed and powered by

Neo4jMasumiLovableAFRACAKenya AI ChallengeFeatherless
The Problem

The world's most productive farmers are credit invisible.

Traditional lending depends on collateral, formal histories and paperwork that smallholders simply don't have — even when they're trustworthy, productive, and connected.

500M

Smallholder farmers excluded from formal credit globally

<10%

Of African farmers have access to bank loans

70%

Lack collateral required by traditional lenders

The Solution

From scattered signals to a single trustworthy score.

01

Alternative data

Mobile money, cooperative records, satellite NDVI, weather, agronomy, and community signals.

02

Graph AI

Neo4j-powered relationship intelligence reveals trust networks, fraud rings and influence.

03

Explainable AI

Every score comes with SHAP-based reasoning, fairness checks, and human-readable summaries.

04

Trust Score

A 0–100 Digital Trust Profile combining behavior, finance, climate, and community signals.

05

Lending decision

Approve, conditionally approve or refer — with a full audit trail and improvement roadmap.

Platform

The operating system for agricultural finance.

Six tightly-integrated modules — built for loan officers, credit managers, cooperatives, and regulators.

Graph Intelligence

Neo4j-powered explorer to visualize farmer relationships, cooperatives, lenders and supply chains.

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Climate Intelligence

Open-Meteo and satellite NDVI feed drought, flood, and seasonal forecast scoring.

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Explainable AI

SHAP waterfalls, fairness indicators and plain-language reasoning behind every decision.

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Digital Trust Profiles

A complete behavioral, financial and agricultural identity for every smallholder farmer.

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Credit Readiness

Personalized roadmaps that show farmers exactly how to improve their score and qualify.

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Portfolio Analytics

Institution-wide dashboards for risk, gender inclusion, climate exposure and performance.

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Explainable trust score

Every score comes with a reason.

No black boxes. AgriTrust AI shows exactly which signals raised or lowered a farmer's score — and what they can do next to improve it.

Repayment history92
Cooperative engagement86
Mobile money activity78
Climate exposure (low)81
Verified production88
AI summary: Farmer received a Trust Score of 82 because of excellent repayment history, strong cooperative engagement, consistent mobile money usage, and low drought exposure.
Farmer Trust ProfileLive
82
Trust Score
Low
Risk
94%
Confidence
Stable
Climate
Ecosystem

Built with the leaders in graph data, AI, and African finance.

Neo4j Aura graph database, Masumi data, Featherless AI inference, and partnerships with AFRACA, the Kenya AI Challenge, and pan-African cooperative networks.

Neo4j
Masumi
AFRACA
Featherless
Open-Meteo
Mapbox
Trusted by lenders

Real outcomes, in the field.

"AgriTrust AI lets us approve loans for farmers we'd never see with traditional credit scoring. The explainability gives our risk committee real confidence."
Head of Agri Credit
Tier-1 African Bank
"The Graph view exposed two circular-lending rings in our portfolio within 48 hours. It pays for itself."
Credit Risk Director
Regional SACCO
"Our cooperative members finally see what they need to do to qualify — and they're acting on it."
Cooperative Administrator
Nyeri County, Kenya

Build trust-driven finance for Africa's farmers.

One relationship at a time. Book a demo with our team to see AgriTrust AI on your own portfolio data.