AI SystemsDecision IntelligenceRisk ModelsEcosystem
Initializing ecosystem0%
Building from Marseille a Southern France hub forTech, 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.
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.
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.
FranceAix-Marseille School of Economics (AMSE)Aix-Marseille University (AMU)Centrale MéditerranéeCentraleSupélecENSAEKEDGE Business SchoolIAE Aix-MarseilleINSEADSciences Po AixÉcole PolytechniqueMines NancySorbonne UniversityUniversité Paris CitéParis School of EconomicsToulouse School of EconomicsCNRSAirbusOECDAXAThalesAlineaPortugalCatólica Lisbon School of Business & EconomicsNova School of Business and EconomicsUniversity of LisbonISEG - Lisbon School of Economics & ManagementInstituto Superior TécnicoGermanyTechnical University of MunichHannover ReMunich ReBelgiumEuropean Central BankKU LeuvenUCLouvainUnited KingdomLondon School of EconomicsUniversity of OxfordImperial College LondonTrinity College DublinUnited StatesHarvard UniversityColumbia UniversityUniversity of WashingtonUniversity of California, BerkeleyUniversity of California, Los AngelesY Combinator EcosystemMetaChinaShanghai Jiao Tong UniversityRenmin UniversityBermudaGoogle Developer EcosystemGoogle Developer Groups MarseilleStation F EcosystemBNP ParibasCitiBain & CompanyMcKinsey & CompanyMercerOliver WymanJ.P. MorganSFRNetherlandsUtrecht UniversityUniversity 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.
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.
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.
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
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.
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.
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.
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. [email protected]
For Founders
Get support for your startup or entrepreneurial project.
Humanitarian, social-impact and community projects can contact AMS CG for events, data projects or partnerships.
Legal Notice & Privacy Policy
GDPR, privacy and legal information for AMS CG.
This page explains how AMS CG handles legal notices, personal data, cookies and privacy rights. Complete it with the final legal entity, address, host and privacy contact before public launch.
Legal notice
Publisher: AMS CG: complete with final legal form, registered address, publication director and contact email. Hosting: complete with the exact hosting provider, for example Cloudflare Pages if used. Intellectual property: texts, visuals, logos and website structure belong to AMS CG or their respective authors.
Privacy policy
Data controller: AMS CG for contact, partnership, event-interest and learning and project-building forms. Data collected may include name, email, LinkedIn or organization website, profile type, request purpose, city, event preferences, number of interested people, preferred timing and message content.
Purposes and legal bases
Data is used to answer requests, organize meetings, evaluate interest in events, manage partnerships and prepare networking initiatives. Depending on the case, the legal basis may be consent, legitimate interest, pre-contractual steps or a legal obligation.
Retention
Keep data only for the time necessary to manage the request, then archive or delete it. Define a clear retention period before launch, for example up to 3 years after the last active contact for prospecting contexts.
Your rights
You may request access, rectification, deletion, restriction, portability or objection, and withdraw consent when processing is based on consent. For privacy requests: [email protected].
Cookies and analytics
Do not place non-essential cookies before consent. Essential technical cookies may be used without consent when strictly necessary. Analytics, marketing or tracking tools require clear information and prior consent unless exempted.
Referral, location and engagement analytics
If analytics cookies are accepted, AMS CG may measure how visitors arrive on the site through referrer and UTM parameters, including links shared through images, QR codes or social posts. The site may also measure approximate language or time-zone signals, pages viewed, clicks, scroll depth and time spent by section. AMS CG does not activate GPS location, camera access, eye-tracking or biometric attention tracking.
Attention and focus measurement
AMS CG can only estimate interest from normal website interactions, such as visible sections, scrolling, clicks and time spent on a page after analytics consent. It does not know whether a visitor is physically looking at the screen and does not use webcam-based gaze analysis.
Security, processors and transfers
Use reasonable security measures. Check that form, hosting, email and analytics providers offer appropriate data-protection guarantees. If data leaves the EEA, use an appropriate transfer mechanism where required.
Last update
June 2026
Important
This page is a compliance draft, not legal advice. Review it with final legal details and ideally with a qualified legal professional before launch.
Cookie preferences
We use essential cookies to remember your language and cookie choices. Optional analytics or marketing cookies are disabled unless you accept them.
Cookies Essential cookies are always active because they are necessary for language, security and consent preferences.