Mathematical precision at the service of your business processes

Specialised in automation-oriented software development, we help businesses transform their processes into intelligent, long-lasting solutions, from mathematical modelling and machine learning to bespoke software engineering.

100% Fully bespoke
Of passion

Our services

We turn your complex business processes into reliable, autonomous software.

Business process automation

Your experts waste time on repetitive, error-prone tasks. We turn them into automated workflows, integrated directly into your existing tools, even the most constrained ones. Flow optimisation, data processing, analytical calibration or interfacing with specialised technical environments: we automate what matters.

Mathematical modelling & machine learning

Calibration, optimisation, prediction, classification: we translate your business rules and raw data into rigorous, tested and maintainable algorithms. From classical scientific computing to machine learning models, we choose the approach best suited to your problem.

Bespoke software development

Backend, APIs, web interfaces or proprietary SDK integration, we build the complete solution, from architecture to deployment, and maintain it over the long term. Our experience spans environments as diverse as Python, FastAPI, or proprietary SDKs with demanding technical constraints.

Data analysis & artificial intelligence

We design robust data processing pipelines and predictive models tailored to your challenges. Exploration, cleaning, feature engineering, model training and deployment: we cover the entire lifecycle of your data and AI projects.

Our approach

What sets us apart is our commitment to understanding your business before writing a single line of code.

Understand before coding

We seek to master the business constraints, domain rules and operational challenges of our clients, whether they work in industry, research, healthcare or analytical sciences. This rigour allows us to deliver solutions that go beyond the initial specifications and open new perspectives.

Solutions that exceed the initial scope

By immersing ourselves in your domain, we identify opportunities you hadn't considered. A tool designed for a specific use case can become a generic platform that fundamentally transforms the reach of your business.

Full lifecycle commitment

We cover the entire software lifecycle: architecture design, backend and frontend development, API integration, deployment, maintenance and evolution. We don't deliver code, we deliver lasting solutions.

Our team

Passionate, rigorous and committed engineers.

Hakim

Hakim

Founder, Machine Learning Engineer

10 years of coding, a lasting passion for mathematical modelling and turning concrete problems into robust algorithmic solutions. Independent for 6 years and teaching in developer schools, Mandelbrot is the outcome of this dual commitment: mathematical rigour in the service of lasting solutions.

Hamza El Mortada

Hamza El Mortada

Software engineer, Agentic AI Specialist

A former student of Hakim's, I discovered machine learning in his classroom before joining him at Mandelbrot. My specialty: agentic AI and automation, pushing the boundaries of what a system can achieve autonomously, with rigour and real client impact.

Our technology stack

A modern, mastered Python ecosystem, serving performance and reliability.

Backend & API

Robust, documented APIs ready to integrate into your information system. Built to last and evolve with your needs.

FastAPI Pydantic SQLAlchemy Celery Redis PostgreSQL Docker CI/CD

Data science & machine learning

From raw data to operational models: we choose the approach that fits your problem. Not the most complex, the most relevant.

NumPy Pandas Scikit Learn Scikit Image SciPy Statsmodels

Deep learning & AI

Neural architectures tailored to your data volumes and deployment constraints, from research to embedded production systems.

PyTorch TensorFlow Hugging Face Transformers ONNX

Visualisation & reporting

Operational interfaces or clear reports, depending on what your teams need to make decisions.

Plotly Dash Streamlit Matplotlib

AI Agents & RAG

We build autonomous agents that reason, query your knowledge bases and orchestrate actions. Coupled with RAG pipelines, they leverage your domain expertise in real time and remain deployable locally for sensitive environments.

LangChain LangGraph CrewAI LlamaIndex FAISS ChromaDB Ollama AI APIs

Specialised integrations

Where many stop, we keep going. We know how to operate in constrained environments: .NET ecosystems, industrial protocols, proprietary SDKs.

.NET interop Industrial protocols Proprietary SDKs Linux

Contact us

Have a project in mind? Tell us about it, and we'll get back to you promptly.

  • Response within 48h
  • Free initial consultation
  • Tailored quote

What kind of project?

Quick prototype or long-term partnership, one-off mission or ongoing collaboration: we adapt. We work with startups, SMEs and large groups, in industry, research, healthcare and analytical sciences.