AI-assisted rapid product prototyping

Selected innovation

Ideas become more useful when they can be tested. I use rapid AI-assisted product development to turn hypotheses into demonstrable workflows and functional prototypes before significant engineering resources are committed.

Independent Concept & Functional Prototype

M2 Data

Exploring alternative credit intelligence for East African SMEs

Problem

Many SMEs generate meaningful economic activity without producing the structured financial history traditionally preferred by lenders.

Research question

Could consented transactional, operational and financial activity provide institutions with a richer understanding of SME financial behavior?

What the prototype explores

  • Alternative financial data
  • SME operating activity
  • Consent-based data collection
  • Bank-statement analysis
  • Merchant financial profiles
  • Credit-readiness indicators
  • Institutional dashboards
  • Decision support
  • Data-provider integrations

M2 Data is a prototype. It has not received regulatory approval, has not been deployed by a financial institution, and has not been validated as a credit-risk model.