Positioning Marseille as Southern France’s next leading hub for applied AI, data science, strategy and entrepreneurship

AMS CG connects researchers, engineers, entrepreneurs, students, companies and institutions to transform talent, data and ideas into concrete projects with local, national and international impact.

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What is AMS CG

We are not only a consulting group. We are a strategic network, an applied AI lab, an entrepreneurial hub and an ecosystem builder.

AMS CG exists to connect ambitious talent, entrepreneurs, researchers, companies and institutions around applied AI, data science, strategy and entrepreneurship. We believe Southern France has world-class schools, exceptional talent and untapped potential.

Our mission is to make that ecosystem visible, connected and productive. We bridge the gap between isolated talent and real-world projects, creating a fabric of collaboration that generates concrete impact at every scale.

Our 4 Pillars

Four engines driving one vision

Applied AI & Data Science

Predictive models, NLP, computer vision, scoring, analytics and ML solutions for real business challenges.

Strategy & Decision Intelligence

Market research, business strategy, growth planning, operational optimization and data-driven decision support.

Entrepreneurship

Helping founders structure ideas, validate MVPs, build go-to-market strategies and find product-market fit.

Ecosystem Building

Connecting students, researchers, entrepreneurs, companies and international advisors into a productive ecosystem — while teaching members how to build high-level relationships and turn conversations into opportunities.

Advisory & Strategic Network

Building bridges across Europe and toward the United States

We are actively building bridges across Europe and progressively expanding our conversations toward the United States. Through this journey, we connect with students, researchers, entrepreneurs, engineers, executives and professionals linked to leading academic, technological and financial ecosystems.

Some of these people are interested in advising us, supporting us, collaborating with us or potentially joining the initiative. These relationships are not presented as formal institutional partnerships, but as real human connections, ongoing conversations and individual support.

One of our ambitions is also to teach our members how to build this kind of network: how to approach high-level people, create trust, open doors and turn conversations into concrete opportunities.

France Aix-Marseille School of Economics (AMSE) Aix-Marseille University (AMU) Centrale Supelec Centrale Méditerranée ENSAE KEDGE Business School IAE Aix-Marseille INSEAD Sciences Po Aix École Polytechnique Mines Nancy Sorbonne University Université Paris Cité Paris School of Economics Toulouse School of Economics CNRS Airbus OCDE Hannover Re Axa Thales Alinea Airbus Portugal Católica Lisbon School of Business & Economics Nova School of Business and Economics University of Lisbon ISEG - Lisbon School of Economics & Management Instituto Superior Tecnico Germany Technical University of Munich Hannover Re Munich Re Belgium European Central Bank KU Leven UCLouvain UK London School of Economics University of Oxford Imperial College London Trinity College Dublin US Harvard University Columbia University University of Washington University of California, Berkeley University of California, Los Angeles Y Combinator Ecosystem Meta China Shanghai Jiao Tong University Renmin University Bermuda Hannover Re Google Developer Ecosystem Google Developer Groups Marseille Station F Ecosystem BNP Paribas Citi Bank Bain & Co Mckinsey & Co Mercer Oliver Wyman J.P. Morgan SFR SFR Hannover Re Netherlands Utrecht University University of Amsterdam
Services Preview

What we can do for your organization

Applied AI & ML

Predictive models, scoring, churn, recommendation systems, NLP, computer vision, anomaly detection.

Data Science & Analytics

Dashboards, KPIs, customer analytics, segmentation, forecasting, business intelligence.

Strategy & Decision Intel

Market research, growth strategy, operational optimization, decision support.

Venture Support

MVP structuring, market analysis, go-to-market, business model, technical roadmap.

Risk & Finance Intelligence

Risk modeling, actuarial analysis, simulation, financial decision intelligence.

Automation & Digital

AI workflows, reporting automation, LLM assistants, internal tools, productivity systems.

Strategic Network

Profiles connected to leading institutions

AMSEAix-Marseille UniversityCentrale MéditerranéeKEDGEIAE Aix-MarseilleSciences Po AixGoogle Developer GroupsFrancePortugalGermanyUKUSChinaBermuda
Ecosystem Ambition

First locally, then nationally, then internationally.

Our vision is to make Southern France a stronger, more visible and more connected hub for technology, artificial intelligence, data science and entrepreneurship. AMS CG is not just a student project. It is a serious network built with national and international ambition.

Get Started

Ready to build something concrete?

About AMS CG

Our story, mission and ambition.

Mission

Connect talent, companies, researchers, entrepreneurs and institutions to build concrete projects.

AMS CG exists to connect ambitious talent, entrepreneurs, researchers, companies and institutions around applied AI, data science, strategy and entrepreneurship.

Vision

Make Southern France a leading hub for technology and entrepreneurship.

First locally, then nationally, then internationally. We believe the talent density in Southern France is world-class but under-connected.

Why AMS CG Exists

Entrepreneurship is hard. Talented people are isolated.

Southern France has exceptional schools, outstanding researchers and ambitious builders. But they lack visibility, connection and structured pathways to projects. AMS CG bridges that gap.

Core Idea

More than consulting. A strategic network, an applied AI lab, a hub.

We are not only a consulting group. We are a strategic network, an applied AI lab, an entrepreneurial hub and an ecosystem builder. Every project we take on strengthens the ecosystem around us.

Services

What we deliver for companies, startups, entrepreneurs and institutions.

Applied AI & Machine Learning

Predictive models, scoring, churn prediction, recommendation systems, NLP, computer vision, anomaly detection. From prototype to production-grade ML pipelines.

Data Science & Analytics

Dashboards, KPIs, customer analytics, segmentation, forecasting, business intelligence. Turning raw data into decision-ready insights.

Strategy & Decision Intelligence

Market research, business strategy, growth strategy, operational optimization, decision support. Data-informed strategy for complex environments.

Entrepreneurship & Venture Support

Helping founders structure ideas, build MVPs, run market analysis, design go-to-market strategies, validate business models and plan technical roadmaps.

Risk, Finance & Actuarial Intelligence

Risk modeling, actuarial-style analysis, uncertainty quantification, simulation, financial decision intelligence.

Automation & Digital Transformation

AI workflows, reporting automation, scraping, internal tools, LLM assistants, productivity systems.

Ready?

Let's scope your next project.

Ecosystem

A core team, a strategic network, a regional ambition.

AMS CG is built around a multidisciplinary core team covering applied AI, data science, strategy, entrepreneurship, actuarial science, risk modeling and financial decision intelligence.

Beyond the visible team, AMS CG is strengthened by a wider network of researchers, engineers, entrepreneurs, students, young professionals and senior profiles connected to leading companies, innovation ecosystems and top academic institutions.

Southern France Network

Profiles connected to AMSE, Aix-Marseille University, Centrale Méditerranée, KEDGE, IAE Aix-Marseille, Sciences Po Aix.

Tech & Developer Communities

Google Developer Groups community involvement, AI and software meetups, cloud and automation communities.

Research & Academic Network

Researchers, PhD candidates, research-oriented profiles in AI, economics, statistics and computational science.

Finance, Actuarial & Risk

Actuarial science, insurance, risk modeling and quantitative finance profiles across industries.

International Bridges

France, Portugal, Germany, Belgium, UK, US, China, Bermuda. Real human connections to global ecosystems through alumni, research and professional exchanges.

Projects

Problem → Data → Method → Output → Impact.

Customer Intelligence

Customer Reactivation Scoring

Predictive scoring framework to identify inactive customers with the highest probability of returning, using behavioral, transactional and recency-frequency features.

ProblemDataMethodOutputImpact
Risk & Forecasting

Real Estate Risk Analyzer

Simulation-based risk assessment for real estate investment, combining market volatility with actuarial-style uncertainty quantification.

ProblemDataMethodOutputImpact
AI & Automation

LLM-Powered Report Generator

Automated document generation using local LLMs, structured prompting and template engines for client-ready deliverables.

ProblemDataMethodOutputImpact
Computer Vision

Industrial Anomaly Detection

Deep learning pipeline for manufacturing defect detection using PaDiM, teacher-student networks and YOLOv8 OBB.

ProblemDataMethodOutputImpact
Strategy & Market Intel

Competitive Landscape Mapping

Structured market analysis combining public data scraping, competitive positioning and strategic opportunity scoring.

ProblemDataMethodOutputImpact
Customer Intelligence

Segmentation & Recommendation

End-to-end customer segmentation using clustering and collaborative filtering for personalized product recommendations.

ProblemDataMethodOutputImpact

Team

Three founders. One multidisciplinary vision.

Core Team
EH

Eric Huang Lin

Founder — Strategy, Applied AI & Ecosystem

Builds the vision, partnerships, business development and ecosystem strategy of AMS CG.

LinkedIn ↗
MS

Mouhamed Sow

Co-founder — Financial, Actuarial & Risk

Covers actuarial science, risk modeling, finance and quantitative decision-making.

LinkedIn ↗
DG

Debdoot Ghosh

Co-founder — AI, Research & Technical Dev

Covers technical execution, AI research and international development.

LinkedIn ↗
Extended Network

Behind the core team, AMS CG is supported by a wider network of researchers, engineers, entrepreneurs, innovation actors, actuarial and risk experts and international profiles contributing through expertise, introductions, mentoring and project support.

Contact

Let's build something together.

Reach Out

Choose your path

For Companies

Start a project with AMS CG. projects@ams-cg.com

For Founders

Get support for your startup or entrepreneurial project.

For Students & Researchers

Join the AMS CG network. talent@ams-cg.com

For Institutions

Partnerships, events, ecosystem initiatives. partnerships@ams-cg.com

contact@ams-cg.com • Response within 48 hours