Nairobi roots. Global delivery. Consultancy you can operate with.
MCP Africa is an AI, data and automation consultancy for African organisations. We design systems that work in production — with clear ownership, measurable outcomes and no unnecessary lock-in.
Start with the business decision, not the technology. If AI is not the answer, we say so.
What we solve
Engagements are organised around business outcomes. Start where the pain is sharpest, then expand with the same team.
From scattered information to reliable predictions, useful assistants and decisions your teams can explain.
Replace repetitive work and brittle legacy processes with monitored workflows that scale.
Identity, risk and cloud foundations for services people — and regulators — can trust.
Not sure where to start?
Choose the challenge closest to yours. We’ll recommend a practical consultancy starting point.
Capability depth
Concrete consultancy capabilities behind the three practices — so stakeholders can see the craft, not only the category.
Domain fine-tuning, retrieval over your knowledge base, predictive models with SHAP explainability, and executive dashboards.
Inbox-to-record pipelines, OCR extraction, exception routing, scheduled reporting and RPA where APIs do not exist.
Onboarding KYC/KYB, continuous assurance, sanctions and AML screening, and agent accountability (KYA) as AI systems act for your business.
Resilient architecture, model observability, drift alerts, documentation and knowledge transfer so your team can run what we build.
M-Pesa STK/B2C patterns, registry-aware KYB, and designs that respect connectivity, language and regulatory realities.
Clean legacy data, quality gates, and active-learning labeling so models learn from truth — not noise.
Self-serve diagnostic
Answer five questions. Get a scored view of where to invest first — and a recommended engagement type.
Ready
How engagements start
Pick the lightest engagement that reduces uncertainty. Expand only when value is visible.
30–45 minutes. We clarify the decision, constraints and whether MCP Africa is the right partner.
A structured two-week assessment across data, infrastructure, literacy, governance and integration risk.
Prove the highest-risk assumption, then deliver in weekly increments with monitoring and handover.
How we work
Every engagement reduces uncertainty early, creates visible progress and leaves your team stronger.
Align stakeholders on the real problem, available data, constraints and success measures.
A focused prototype tests the highest-risk assumptions before you commit to a full build.
Weekly progress, transparent priorities and working software your team can inspect early.
Monitoring, documentation and knowledge transfer keep the solution useful after launch.
A responsible starting point: If AI is not the best answer, we will tell you. The simplest effective solution wins.
Selected outcomes
Representative engagements. Targets are set in discovery; results depend on data quality and operating context.
Automated PDF retrieval, validation and filing with rollback-safe operations for a high-volume finance team.
OCR pipeline with entity extraction, validation and database upsert for scanned invoices at scale.
Extracted years of locked EHR desktop records into a structured cloud database — no API available.
Multi-source Excel ingestion, transformation, charting and Slack delivery on a reliable schedule.
Excel → templated PDF → email distribution as a scheduled job for consistent, branded onboarding.
Resilient scraping with anti-bot handling and structured export for commercial intelligence.
Past performance is indicative, not a guarantee. We establish measurable targets during discovery.
Client voices
Feedback from organisations we have supported across operations, intelligence and trust work.
“MCP Africa transformed our data infrastructure in under 3 months. Automated reporting alone saved us 40 hours a week.”
“The fine-tuned Llama model outperformed our commercial solution at a fraction of the cost. Integration was seamless.”
“Their Active Learning pipeline cut labeling time in half and improved accuracy on edge cases. The team understood our domain instantly.”
Why MCP Africa
Africa’s opportunities deserve technology shaped by local realities, not imported assumptions.
We are an Africa-focused technology consultancy bringing together AI, data, software and operational expertise. We work alongside client teams from first question to reliable operation — balancing ambition with pragmatic delivery.
Meet us on a discovery call ↗We account for infrastructure, regulation, language, payments and how work really happens.
Security, explainability, ownership and human oversight are design requirements — not afterthoughts.
Documentation and knowledge transfer are part of delivery, not optional extras.
FAQ
Common questions from leadership and technical teams before an engagement begins.
We build for production, not slideware. Engagements typically move from discovery to a focused PoC to incremental delivery with monitoring and handover. We work with African payment, identity and operating realities as first-class constraints.
Yes. We design data prep, fine-tuning or retrieval pipelines, evaluation, deployment and monitoring — with explainability and human oversight where decisions matter.
Yes. Payment orchestration, webhook handling and fraud-aware patterns are a regular part of automation and trust engagements where money moves.
A structured assessment of data quality, infrastructure, organisational readiness, governance and integration risk — ending in a scored report and a prioritised roadmap before you fund a build.
Discovery call → optional readiness audit or PoC → iterative build with weekly demos → deployment with documentation and knowledge transfer. Many builds reach production in 6–12 weeks depending on scope.
Start a conversation
Tell us where you are stuck. We respond with useful questions and a realistic next step — usually within one business day.