Case studies
What we built, and what it changed
Three projects, described the way we describe them to clients: the problem, what we built, where it runs, and only the outcomes we have actually established. Client names are withheld under NDA.
AI & analytics platform for advertising effectiveness
A multi-source analytics and AI platform that scores campaigns, runs pre-tests, integrates eye-tracking data and recommends optimisations — later extended with an LLM/RAG engine that explains its recommendations from historical campaign knowledge.
2022 – present
Read the case →AI-assisted digital pathology for severe asthma (SputumAI / Cytomine)
A Cytomine-based medical-imaging and AI environment for sputum cytology in severe asthma: expert annotation at scale, AI-assisted labelling, cell detection and classification, morphology and inflammatory biomarkers — on dedicated GPU infrastructure.
- ~500,000
- expert annotations across the programme
- 20+
- cell types and categories
- ~100
- experts and contributors annotating
May 2023 – April 2027
Read the case →LLM-based automated ecosystem mapping (ECOMAPPER)
A document-intelligence pipeline that reads large, heterogeneous document collections and extracts stakeholders, relationships, needs and pain points as structured, schema-driven data — feeding the client’s ecosystem-mapping platform.
2025 · 8–12 weeks
Read the case →Client names are withheld under NDA; figures are those established with the client — nothing is estimated.
Want a similar outcome?
Tell us the problem in a 30-minute readiness debrief. You get an honest read on feasibility, data, compliance exposure and a first step.
Mohamed Ben Haddou
Founder & CEO · Independent AI Expert for the European Commission
You talk to Mohamed, not a sales team — and the person who scopes your work is the one who delivers it.