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13in-depth case studies

In-depth case studies

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2024NLP · Embeddings · Clustering

Global Consumer Review Intelligence

Three coordinated Vertex AI pipelines that scrape product reviews, harmonise product identities via embeddings and deliver multilingual sentiment signals into BigQuery.

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2024MLOps · Data Science

Sales Visit Optimization Engine

Weekly ML pipeline that detects under-indexed SKUs and delivers 30 priority visit recommendations to each sales rep every Monday, fully automated on Azure.

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2024LLM · Email AI · ERP

Automated Invoice Classification

LLM pipeline that reads invoice emails, classifies each document via few-shot learning and updates Eloficash in real time, with a human review dashboard.

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2025LLMOps · Multi-Agent · RAG

Secure AI Assistant & Agentic Orchestration

LLMOps Lead on Secure GPT, an internal generative AI conversational assistant. Ingestion, inference and LLM evaluation pipelines. Autonomous multi-agent orchestration for claims handling with Agent-to-Agent (A2A) communication.

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2017ML · Optimisation · Telecom

5G Throughput Optimisation via Analytical Models

Development of innovative analytical solutions in Python/C++ based on clustering, optimisation and probabilistic models to significantly increase 5G throughput.

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2024Agentic RAG · NLP · Translation

Automated Translation Editing with Agentic RAG

Agentic RAG system for automated translation editing and revision. Document ingestion pipeline, semantic retrieval and augmented generation to ensure terminological consistency and translation quality.

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2025LLM · Embeddings · Recommendation

AI Film Discovery via Music

From a Spotify track, the system fetches the lyrics and audio data, has an LLM analyse the themes, finds related films (soundtracks, web search), checks their streaming availability via JustWatch, then ranks the results by embedding similarity between the lyrics and film synopses.

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2026LLM · Coding · PowerPoint

Codification Automation & Report Generation

Web platform for Institut Viavoice: AI-assisted coding of open-ended questions (code plan generated in parallel batches, coding, validation, Excel export), extraction of result tables from Excel, chart suggestions and generation of PowerPoint decks with native charts.

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2026LLM · CAWI · Online surveys

CAWI Survey Programming from a Word Questionnaire

CAWI survey programming tool: a Word questionnaire is imported by AI (Claude or GPT) and converted into a structured survey (routing, rotations, termination rules). Screen editor, quotas, respondent links, response tracking, analysis and standalone HTML export.

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2023Data Engineering · Retail · Big data

Data Engineering for a Retail Big Data Start-up

Data engineering for Aware, a Brussels retail big data start-up: collecting, structuring and making retail data reliable for analytics.

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LLM · Conversational search · Restaurants

AI Assistant for Restaurant Discovery

Conversational assistant deployed in production for TheFork: users describe what they want in natural language and get relevant restaurants based on context, real-time availability and preferences, with LLM monitoring.

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Prototype · Agile · AI chat

ScrumBot — daily stand-up assistant

Prototype built for PwC: the stand-up as a conversation, with sprint dashboard, blockers ranked by priority and history. Interactive mock-up with sample data.

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Multi-agent · LangGraph · AI news

Multi-agent Newsletter (LangGraph)

Internal project: an agent graph collects AI news (blogs, arXiv, Reddit, Substack), clusters articles by topic, spots trends and writes the newsletter.

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