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Machine Learning & AI

Practical AI that predicts, classifies and automates, built into the systems you already use.

Machine Learning & AI

Practical AI that solves real business problems

We build machine learning and AI features that deliver measurable value: predicting outcomes, ranking candidates, classifying documents, forecasting demand and answering questions in natural language.

Our work is grounded in rigorous research. JaliHaki, our case-duration prediction platform for Kenyan courts, was trained on more than 670,000 case records and is served through a production API. We bring the same discipline to your data.

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Models built on your own dataIncluded as standard

Machine Learning & AI

Python scikit-learn LightGBM CatBoost SHAP MLflow ZenML Flask FastAPI LLM APIs
What we offer

Machine Learning & AI services

Predictive analytics

Models that forecast demand, risk, churn, durations and outcomes from your historical data.

Matching & recommendations

Ranking and recommendation engines, like the CV screening in CareerConnect.

Document intelligence

Extracting structured data from PDFs, forms, CVs and gazettes automatically.

AI assistants & chatbots

Assistants built on large language models, grounded in your own documents and data.

MLOps & deployment

Model pipelines, tracking and APIs that run reliably in production.

Explainable & responsible AI

Model explanations (SHAP), bias checks and human-in-the-loop review.

What you get

Benefits that matter to your business

  • Models built on your own data
  • Explainable predictions you can trust
  • Integrated into your existing systems
  • Production APIs, not just notebooks
  • Ongoing monitoring and retraining
  • Responsible, privacy-aware approach

It depends on the problem. We start with a short feasibility assessment of your data and tell you honestly whether ML will work.

Yes. We usually deploy models as an API that your current system calls, so there is no need to replace what already works.

We test on held-out data, report clear accuracy metrics, explain the drivers behind each prediction and monitor performance after launch.
Ready-made products

Skip the build: start with a proven product

JaliHaki screenshot
Justice & Public Sector

JaliHaki

Predict case duration and manage court backlogs proactively

A machine-learning platform that predicts how long court cases will take, from the day of filing and as they progress, and flags high-risk cases early so courts can manag...

Web dashboard Prediction REST API
Request a Demo Explore JaliHaki
Our process

How we deliver machine learning & ai

STEP 1

Discover

We learn how your business works, who your users are and what success looks like, then agree on scope, timelines and cost.

STEP 2

Design

We map the user journeys and produce clickable prototypes, so you see and approve the product before we write code.

STEP 3

Build & Test

We develop in short sprints with a demo at the end of each one, and test every release for quality, security and speed.

STEP 4

Launch & Support

We deploy, train your team and stay on to monitor, maintain and improve the system as your business grows.

Explore our other services

Web Design & Development
Software Development
Mobile App Development
Digital Marketing
Graphic Design & Branding
IT Consultancy & Business Solutions
Data Analysis & Visualisation
Let's build together

Let us talk about your machine learning & ai project

Share your goals and we will send a clear proposal with timelines and pricing within three business days.

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Mulan Technologies
Request a Demo +254 704 621 587