Agriculture Data for Development
The data intelligence spine of KM360™. AD4D™ governs, aggregates and analyses the agricultural data generated across every platform in the ecosystem — turning farmer‑level signals into ecosystem credit scores, supply forecasts, donor-grade impact reports and decision-ready market intelligence.
Identity & Trust
Farmer Digital Passport · Consent
Transaction & Behaviour
Inputs · Payments · Yield · Calendar
Operational & Logistics
Aggregation · Transport · Receipt
Portfolio Intelligence
Credit Score · KPI · Impact
Banks underwrite blind. Off-takers forecast on guesswork. DFIs report on surveys six months stale. Input companies plan a season behind. The data exists — in apps, on phones, in dukas, on weighbridges — but it lives in silos and dies on hard drives. AD4D™ is the layer that lifts it, links it, governs it and turns it into decisions, contracts and capital.
AD4D™'s credit model blends six behavioural signals captured across the ecosystem — each consented, time-stamped and tied to a unique Farmer Digital Passport.
Source · Vikundi.Digital™
Verified KYC, plot location, group affiliation and household profile — the foundation everything else hangs from.
Source · Duka.Pembejeo™
What was bought, when, from whom, for which crop — tying purchases to seasons and plots. Farm investment: the farmer's purchasing power across Farm Management Services — tillage cost, seed, fertilizer, herbicides, pesticides, post-harvest and beyond.
Source · Maarifa™
Lessons consumed, quiz performance, certificate attainment — a behavioural proxy for agronomic practice.
Source · Jembe.Pesa™
Wallet flow, repayment history, savings discipline — the standard fintech credit substrate, made rural.
Source · Mazao.Gulio™
Quantities sold, grades achieved, off-taker confirmations — the outcome signal that closes the loop.
Source · My Climate™
Tracks farm GAP activity against season requirements — linking farm performance to adherence with Good Agricultural Practice instructions, season after season.
6-signal farmer credit scores delivered per Farmer ID. The first scoring model in the region grounded in consented, longitudinal behaviour, not just transaction snippets.
Harvest forecasts, supply-volume projections and quality outlooks — pre-season visibility for traders, off-takers and processors.
A live control tower aggregating every platform's performance into one operating view — for partners running ecosystem-scale programmes.
SDG-aligned, automated impact reporting: farmer counts, gender disaggregation, income uplift — ready for donor and grant cycles.
Paid access to anonymised market intelligence for input companies, banks and researchers — under licence, with full consent provenance.
Early-warning models for credit default, logistics bottlenecks and post-harvest loss — surfaced before the field knows.
Farm-level documentation chain for European Union Deforestation Regulation export compliance — geolocated, time-stamped, audit-grade.
Annual market-intelligence publications for development audiences — the only longitudinal smallholder dataset in Songwe-Rukwa.
A unique, consented Farmer ID with KYC, plot geolocation, household and group affiliation — the spine every other layer hangs from.
Input purchases, advisory consumption, payments, savings and yields flow continuously from each platform into a unified behavioural record.
Aggregation, transport, weighbridge, delivery and receipt data — tying every kilogram of grain to a verified farmer and a verified contract.
Credit scores, supply forecasts, risk alerts and impact reports — the layer that turns data into commercial and policy decisions.
Every data point AD4D™ ingests flows through a consent-first framework. Kilimo Maendeleo is compliant as both a Data Controller and a Data Processor under the Tanzania Personal Data Protection Act, No. 11 of 2022 — in force from 1 May 2023 — supervised by the Personal Data Protection Commission (PDPC). Audit-logged, revocable, transferable.
AGRA
IFC
USAID
UNCDF
CRDB Bank
FINCA Microfinance
Azania Bank
SACCOs & MFIs
Yara
Bayer CropScience
Commodity traders
Processors
Universities
Think tanks
Government agencies
Sector associations
For DFIs, banks, input majors, traders and researchers who need verifiable agricultural intelligence on a continent where data has historically gone dark at the village edge.