M-KUWA
Behavioural Credit Intelligence • Kenya
Kenya market
ML-Powered Scoring Consent-driven Embedded at Loan Origination

Behavioural credit intelligence that makes lending smarter in Kenya.

M-KUWA is a behavioural credit intelligence platform embedded at the point of loan origination. We track borrower financial behaviour — cashflow patterns, repayment history, savings resilience — and build a portable Trust Score (300–900) that lenders can rely on for faster, fairer decisions and borrowers can use to unlock better loan terms.

Built for Kenya's real data rails — mobile money, bank statements, and partner records — M-KUWA is the scoring infrastructure layer that every lender plugs into at the point of origination.

Score range
300–900
Scoring dimensions
5 sub-scores
Market
USD 50B
Trust Score
Partner view (example)
Explainable
Score
742
Band
Near-prime
Top reasons
  • Stable cashflow pattern
  • On-time repayment behaviour
  • Good savings resilience
Bands
Prime Near-prime Emerging High risk Very high risk / insufficient data
Sub-scores (0–100)
Identity & Stability Cashflow Health Repayment Behaviour Savings & Resilience Digital Engagement & Transparency
Practical
Built for real decision workflows: approve, approve with conditions, or route to review.
Consistent
A standardised score partners can threshold, price, and monitor over time.

What M-KUWA is

M-KUWA is a behavioural credit intelligence platform embedded at the point of loan origination in Kenya. We integrate with banks, SACCOs, and digital lenders to track borrower financial behaviour and generate a portable Trust Score (300–900) that outlives individual loans and becomes a financial reputation layer across partner lenders. We operate as Business-to-Business-to-Consumer (B2B2C): we plug into organisations that already serve large borrower bases and deliver a consumer-facing Trust Score experience through them — while giving lenders the credit intelligence they need at the point of origination.

Behavioural credit scoring
Unlike traditional credit bureaus, M-KUWA scores borrowers on real financial behaviour — cashflow health, repayment patterns, savings resilience, and digital engagement — not just historical loan defaults.
Portable credit identity
The Trust Score belongs to the borrower. Built once, it is recognised across all M-KUWA partner lenders — making it a portable financial reputation that borrowers carry from one lender to the next.
Explainable by design
Every score comes with five sub-scores, top positive and negative drivers in plain English, and a confidence indicator — so borrowers understand their score and lenders can justify their decisions.

How M-KUWA works

M-KUWA’s ML-powered scoring engine analyses real financial behaviour across five dimensions to produce an explainable Trust Score at the point of loan origination.

15% weight
Identity & Stability
KYC completeness and national ID verification
30% weight
Cashflow Health
Monthly net flow, income regularity, expense volatility
30% weight
Repayment Behaviour
On-time rate, average days late, consecutive miss streaks
15% weight
Savings & Resilience
Balance trajectory and rainy-day fund indicators
10% weight
Digital Engagement
App engagement and data completeness ratio
The scoring pipeline
Step 1
Loan origination
Partner lender onboards borrower and imports loan data via dashboard or API
Step 2
Behavioural data ingestion
M-KUWA ingests transactions, repayment events, and M-Pesa data with borrower consent
Step 3
ML scoring engine
Feature engineering, anomaly detection, and purpose compliance analysis produce a Trust Score
Step 4
Score + drivers delivered
Lender receives score, band, sub-scores, and top drivers; borrower sees score in the mobile app

What M-KUWA offers

M-KUWA generates revenue across five streams — combining B2B SaaS, data licensing, marketplace commissions, and compliance tools — while delivering clear value to both lenders and borrowers.

B2B SaaS for partner lenders
• Per-borrower onboarding at loan disbursement
• Monthly active borrower monitoring fees
• On-demand Trust Score report pulls
• Clearance certificate generation at loan completion
For banks, SACCOs, and digital lenders (e.g. M-Shwari, KCB M-Pesa partners, Faulu, Equity)
Data licensing & insights
Anonymised, aggregated behavioural insights (never individual PII) licensed to banks for market-level credit risk modelling, insurers for actuarial underwriting inputs, and fintechs for product targeting.
E.g. "Western Kenya SME spending patterns", "Urban household cashflow indices"
M-KUWA Marketplace
When a borrower declares a loan purpose (e.g. "build a house"), M-KUWA matches them to vetted wholesale suppliers. Borrowers get exclusive discounts, merchants get qualified pre-financed leads, and spending in the right category boosts the borrower’s purpose compliance score.
Commission per referral conversion + monthly merchant listing fees
Purpose compliance monitoring
M-KUWA’s ML engine monitors whether loan funds are being used for their declared purpose. When non-compliant spending is detected, borrowers receive an in-app notification with a 7-day dispute window before the partner lender is notified. This protects lenders from loan diversion while preserving borrower rights through a transparent, legally defensible process.

Why borrowers use M-KUWA

M-KUWA puts borrowers in control of their financial reputation. A high Trust Score unlocks real benefits — better rates, larger limits, and exclusive marketplace discounts — all visible and improvable through the mobile app.

Better loan terms
A Trust Score of 700+ unlocks lower interest rates and larger loan limits with M-KUWA partner lenders.
Portable credit identity
Your score is recognised across all M-KUWA partner banks — build it once, use it everywhere.
Financial coaching
Plain-English actionable tips explain exactly what is pushing your score up or down.
Marketplace discounts
Exclusive wholesale and supplier discounts aligned to your loan purpose.
Clearance certificate
Downloadable proof of full loan repayment — a reputational asset you own.
Consent-driven and privacy-first
M-KUWA is not a surveillance tool. Borrowers explicitly consent to data tracking, location is captured only on payment events (never in the background), and all consent is granular — covering data tracking, location, credit reporting, and marketing separately. Borrowers can export their data, dispute any automated flags, and control exactly what lenders see. M-KUWA is built for KDPA (Kenya Data Protection Act) compliance from the ground up.

Request a demo

Tell us your use case (finance, housing, employment screening, marketplace risk). We’ll show you the Trust Score output (including confidence and top drivers) and how it fits into your workflow.

Demo request form