AMS CG
Tech, AI & Entrepreneurship
AI SystemsDecision IntelligenceRisk ModelsEcosystem
Initializing ecosystem0%

Building from Marseille a Southern France hub for Tech, AI&Entrepreneurship

AMS CG develops the Southern France ecosystem while welcoming strong talent from anywhere: connecting researchers, engineers, entrepreneurs, students, companies and institutions to turn technology, contacts and ideas into concrete opportunities.

Work with usJoin & build
What is AMS CG

We are not only a consulting group. We are a learning-by-building ecosystem, a Tech, AI and entrepreneurial innovation hub, and an ecosystem builder connecting ambitious people, ideas and real-world projects.

AMS CG exists to help ambitious people build with guidance, projects and access around Tech, AI and Entrepreneurship. Our base is Southern France, but we welcome high-potential profiles from anywhere.

Our mission is to make experience, contacts and execution transmissible, useful and concrete. We teach what we know from diverse backgrounds: how to build, approach the right people, structure projects and turn potential into real opportunities.

The role we play

When the people around you stop believing, we help you build anyway.

Building something ambitious can be lonely. Even when family, friends or close circles no longer understand the effort, AMS CG aims to be the ecosystem that keeps you moving.

We encourage, challenge and propel people toward their best level: with projects, mentorship, feedback, contacts, execution discipline and people we can mobilize when the work becomes real.

EncouragementStructureMomentum
01
Decision Intelligence

From fragmented signals to strategic choices.

We combine SOTA AI and LLMs, econometrics, actuarial and financial modeling, marketing science, psychology, technology and human judgment to build tools and support decisions under uncertainty.

Explore the operating model
02
Tech & AI Studio

Prototype, test and deploy AI systems with measurable impact.

We translate technical capabilities into concrete products, pilots and decision tools.

View AI capabilities
03
Learning-by-Building Ecosystem

A Southern France base with European and international bridges.

We connect students, researchers, entrepreneurs, companies and institutions through projects, events, collaborations and responsible network-building.

Build the network
From network to execution

AMS CG is designed as a bridge between analysis, technology, entrepreneurship and execution.

The objective is not only to gather talent, but to transform conversations into pilots, partnerships, events and measurable outcomes.

Our 4 Pillars

Four engines drivingone vision

Tech & AI

AI systems, automation, analytics, computer vision 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.

Learning-by-Building Ecosystem

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

Learning Network & Ecosystem Exposure

Individual bridges acrossEuropeand toward theUnited States

AMS CG grows from Southern France while recruiting, connecting and supporting strong talent wherever excellence emerges. Through projects, events and conversations, we connect students, researchers, engineers, entrepreneurs, executives and professionals linked to academic, technological, financial, actuarial and innovation ecosystems.

These references reflect individual backgrounds, exchanges, competitions, professional exposure, advice, introductions and informal support. They are not presented as formal institutional partnerships unless explicitly stated.

A key ambition is to teach members how to build this kind of network responsibly: approaching high-level people, creating trust, opening doors and turning conversations into concrete opportunities: especially for people who have not yet been given access to the right rooms.

France Aix-Marseille School of Economics (AMSE) Aix-Marseille University (AMU) Centrale Méditerranée CentraleSupélec 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 OECD AXA Thales Alinea Portugal Católica Lisbon School of Business & Economics Nova School of Business and Economics University of Lisbon ISEG - Lisbon School of Economics & Management Instituto Superior Técnico Germany Technical University of Munich Hannover Re Munich Re Belgium European Central Bank KU Leuven UCLouvain United Kingdom London School of Economics University of Oxford Imperial College London Trinity College Dublin United States 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 Google Developer Ecosystem Google Developer Groups Marseille Station F Ecosystem BNP Paribas Citi Bain & Company McKinsey & Company Mercer Oliver Wyman J.P. Morgan SFR Netherlands Utrecht University University of Amsterdam
Services Preview

What we can do foryour organization

Tech & AI

AI systems, scoring, automation, NLP, computer vision and anomaly detection.

Analytics & Intelligence

Dashboards, KPIs, customer analytics, segmentation, forecasting and 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.

Learning Network

Profiles connected toleading institutions

AMSEAix-Marseille UniversityCentrale MéditerranéeKEDGEIAE Aix-MarseilleSciences Po AixGoogle Developer GroupsFrancePortugalGermanyUnited KingdomUnited StatesChinaBermuda
Ecosystem Ambition

Firstlocally, then nationally, theninternationally.

Our vision is to strengthen Southern France as a visible hub for Tech, AI and Entrepreneurship, while building an open network able to welcome strong talent from anywhere. AMS CG is not just a student project. It is a serious network built with national and international ambition.

Get Started

Ready to buildsomething concrete?

Start a projectJoin & Build

About AMS CG

Our story, mission and ambition.

Mission

Connect talent, companies, researchers, entrepreneurs and institutions to buildconcrete projects.

AMS CG exists to connect ambitious talent, entrepreneurs, researchers, companies and institutions around Tech, AI and Entrepreneurship: starting from Southern France, but open to strong profiles everywhere.

Vision

Make Southern France aleading hubfor Tech, AI and Entrepreneurship.

First Marseille and Southern France, then nationally and internationally. We want to find capable people wherever they are, especially those who have not yet been given access to the right opportunities.

Why AMS CG Exists

Entrepreneurship is hard. Talented people areisolated.

Southern France has exceptional schools, outstanding researchers and ambitious builders. But AMS CG is open beyond the region: we look for strong, motivated people everywhere and help them access projects, contacts, guidance and opportunities.

Core Idea

More than consulting. Alearning-by-building ecosystem, a Tech & AI studio, a hub.

We are not only a consulting group. We are a learning-by-building ecosystem, a Tech & AI studio, an entrepreneurial hub and an ecosystem builder. Every project, event and relationship should strengthen the ecosystem around us.

Services

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

Tech & AI Solutions

AI systems, scoring, automation, NLP, computer vision and anomaly detection. From prototype to production-grade pipelines.

Analytics & Intelligence

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 yournext project.

Get in touch
Join & Build

Enter the room.Build the ecosystem.

AMS CG is not only a place to network. It is a learning-by-building environment for students, researchers, engineers, founders and young professionals who want to contribute to real initiatives, meet strong people and turn ambition into concrete projects.

Ecosystem signal
For people who want access, standards, execution and momentum.
Applied AIData ScienceStrategyResearchHackathonsMentoringEventsStartup support
01Learn by joining the ecosystem
02Build by contributing to missions
03Grow through projects and people
04Open doors for the next builders

Choose your path

Two entry points, one ambition: help serious people move from passive interest to concrete contribution.

Join
Join the Network

For people who want to enter the AMS CG ecosystem, meet ambitious builders, access mentoring, events, research groups and future opportunities.

  • Introduce your background, skills, interests and long-term ambitions
  • Join events, workshops, mentoring sessions or thematic communities
  • Connect with people from Marseille, Southern France and international ecosystems
Build
Build with AMS CG

For builders who want to contribute directly to projects, prototypes, hackathons, research initiatives, events, content, technical work or ecosystem-building missions.

  • Tell us what you can build and the kind of missions you want to join
  • Contribute to AI, data, strategy, entrepreneurship or research projects
  • Help turn ideas, contacts and community energy into concrete outcomes
Build

How it works

A simple pipeline designed to filter motivation, match people with useful missions and create visible outcomes.

01
Introduce yourself

Share who you are, what you know, what you want to learn and where you can contribute.

02
Get oriented

We identify whether you fit better with events, research, projects, hackathons or ecosystem building.

03
Build something

You join a concrete initiative: a prototype, analysis, event, content piece, project or working group.

04
Earn trust

People who execute well get more access, stronger introductions and more ambitious opportunities.

What you can join

AMS CG is built around projects and initiative, not passive membership.

AI & Data missions

Analytics, automation, computer vision, LLM systems, dashboards and applied machine learning.

Hackathons & challenges

High-intensity preparation, team building, technical strategy and competition execution.

Research groups

Reading groups, PhD-oriented discussions, applied papers and technical exploration.

Events & community

Local meetups, speaker sessions, networking formats, student and founder gatherings.

Startup & strategy work

Market research, MVP thinking, go-to-market, business models and decision intelligence.

Content & visibility

Posts, showcases, interviews, project stories and ecosystem communication.

Join through our channels. Choose the channel that fits you best: LinkedIn for professional contact, Instagram for visual updates and community highlights, X for public updates, Discord for community/building, or email for direct messages.

Projects

We start by listening, understanding the context and gathering what matters. Then we analyze the project, shape its strongest version and advise you on the best next steps.

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.

Project reviewContextAnalysisBest versionAdvice
Risk & Forecasting

Real Estate Risk Analyzer

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

Project reviewContextAnalysisBest versionAdvice
AI & Automation

LLM-Powered Report Generator

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

Project reviewContextAnalysisBest versionAdvice
Computer Vision

Industrial Anomaly Detection

AI-based approach for detecting industrial anomalies and quality issues from visual data.

Project reviewContextAnalysisBest versionAdvice
Strategy & Market Intel

Competitive Landscape Mapping

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

Project reviewContextAnalysisBest versionAdvice
Customer Intelligence

Segmentation & Recommendation

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

Project reviewContextAnalysisBest versionAdvice

Team

Three founding profiles, one multidisciplinary vision.

Core Team
EH

Eric Huang Lin

Founder & Lead Consultant, Applied AI, Strategy & Technical Execution
France / Portugal / Germany / Belgium / China

Leads AMS CG’s vision, strategy, partnerships, business development and technical execution across applied AI, data science, computer vision, risk modeling and decision intelligence.

LinkedIn ↗
DG

Debdoot Ghosh

Founding Practice Lead, AI Research, Robotics & Aerospace Systems
United Kingdom / France / India

Contributes to AMS CG’s projects in AI research, robotics, aerospace systems, computer vision and engineering-oriented machine learning systems.

LinkedIn ↗
MS

Mouhamed Sow

Founding Practice Lead, Reinsurance Risk, Financial Portfolio Strategy & Natural Catastrophe Risk Modeling
Bermuda / United States / Germany

Contributes to AMS CG’s projects in insurance and reinsurance risk, financial portfolio strategy, natural catastrophe risk modeling and large-scale exposure analysis for high-stakes decisions under uncertainty.

LinkedIn ↗
Extended network

Behind the core team, AMS CG is supported by a broader network of researchers, engineers, entrepreneurs, innovation builders, actuarial and risk profiles, and international talent: including people we want to help because they are capable but under-exposed.

Contact & Events

Let’s build projects, partnerships and the first AMS CG events together.

Help us shape our first events

Tell us where thefirst community momentsshould happen.

Before launching our first official events and talent initiatives, AMS CG is collecting interest from students, researchers, entrepreneurs, companies, institutions, associations and NGOs. Whether you are based in Southern France or elsewhere, tell us your city, the type of event you want, and how many people around you may be interested.

Reach Out

Work with us / start a project

This path is for concrete external requests: projects, consulting missions, startup support, research collaborations, partnerships, events or ecosystem initiatives that you want to build with AMS CG.

If you want to enter the ecosystem as a student, researcher, builder or contributor, use the Join & Build section just below.

For Companies

Start a concrete project, partnership or collaboration. projects@ams-cg.com

For Founders

Get support for your startup or entrepreneurial project.

For Students & Researchers

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

For Institutions

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

For associations & NGOs

Humanitarian, social-impact and community projects can contact AMS CG for events, data projects or partnerships.

Thank you for your interest. AMS CG will review your request and contact you soon. Your response also helps us understand where and when to organize our first events.

contact@ams-cg.com | Your response helps us decide where and when to organize our first events.