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// projets & cas d'usage

Architecture built for real contexts

Case studies, sector AI playbooks and proof-of-concept architectures built from real field engagements.

PARISTUNISGENÈVELUXEMBOURGDUBAI+ remote

// études de cas

Selected case studies

05 studies
✓ Response generated — p50=180ms
Education· prototype
Next.js (API)Milvus (vector DB)Postgres

Academic Knowledge RAG — knowledge orchestration for higher education institutions

Secure RAG assistant centralizing regulations, syllabi and procedures to accelerate document retrieval and reduce compliance errors.

crowd-flow · real-time
Events / Crowd management
KafkaFlinkKubernetes

Crowd Flow Optimization — real-time flow optimization for mega-events

Prediction and real-time orchestration engine to optimize crowd flows and reduce congestion points.

crowd-flow · real-time
Retail / Commerce de proximité
Python 3.11FastAPIPydantic v2

MyHanout AI — AI copilot for local shops

AI copilot for butchers, grocers, bakeries and greengrocers — demand forecasting, explainable restocking and management from WhatsApp / Telegram / Slack. Human-in-the-loop, explainable, auditable, GDPR, multi-tenant.

crowd-flow · real-time
M&A / Finance
Next.js 14TypeScriptTailwind

DealRoom Sentinel — AI Tech Due Diligence agent on M&A data rooms

Ingest a data room, get a structured, sourced and scored Red Flags Report, then query the documents in natural language — every answer cites its source and refuses to hallucinate.

crowd-flow · real-time
Éducation / EdTech· prototype
Next.js 15TypeScriptTailwind v4

Be-Ru — Gradient Learning OS, the Operating System for Adaptive Education

AI-native, white-label learning-intelligence platform that replaces the whole pedagogical stack (LMS, quiz, analytics, tutoring, engagement, KM, community) with one integrated system centered on the learner.

// playbooks sectoriels

Sector-ready AI blueprints

Packaged use cases by vertical, matched to proven AI architectures.

Education

12 blueprints

Institutions, learners, and academic decision-making.

01

Academic Knowledge RAG

Secure RAG assistant centralizing regulations, syllabi, and procedures with citations.

RAGPlatform
02

AI Curriculum Architect

Curriculum generator aligned with market needs and future skills.

LLMOptimization
03

Adaptive Learning Engine

Adaptive learning content based on performance and pace.

MLOptimization
04

Student Dropout Prediction Model

Dropout risk detection using academic and behavioral signals.

MLPlatform
05

AI Admissions Scoring Tool

Explainable admissions scoring with criteria and fairness controls.

MLOptimization
06

Research Literature Intelligence RAG

Research copilot for multilingual synthesis and concept mapping.

RAGLLM
07

Academic Integrity Detection Engine

Detection of plagiarism, writing inconsistencies, and non-compliant AI usage.

MLPlatform
08

Education Data Platform Blueprint

Lakehouse architecture blueprint unifying LMS, grades, HR, and finance.

PlatformArchitecture
09

Smart Tutoring Agent

Agent evaluating answers and generating personalized feedback.

LLMRAG
10

Multilingual Campus Copilot

FR/EN/AR assistant for orientation, planning, and support.

RAGLLM
11

Career Plan Copilot

Guidance dashboard for career, learning, and life planning by country context.

PlatformLLM
12

Institutional AI Maturity Index

AI maturity scoring with transformation roadmap.

MLOptimization

Mega Events

11 blueprints

Large-scale public operations and major events.

01

Crowd Flow Optimization Engine

Agent-based flow simulation for congestion reduction.

OptimizationML
02

Real-Time Crowd Risk Detection

Computer vision for anomaly and crowd compression risk detection.

MLPlatform
03

Emergency Response Optimizer

Optimization of emergency response deployment.

OptimizationPlatform
04

Mega-Event Data Fusion Platform

Streaming platform unifying ticketing, transport, security, and IoT.

PlatformArchitecture
05

Smart Capacity Planning Simulator

Venue capacity planning with multi-variable scenario simulation.

OptimizationML
06

Transportation Load Balancing AI

Real-time public transport load balancing.

MLOptimization
07

Multilingual Public Guidance Copilot

RAG assistant guiding visitors in real time.

RAGLLM
08

Carbon & ESG Event Optimizer

Carbon footprint measurement and ESG optimization.

OptimizationPlatform
09

Sponsor ROI Intelligence Platform

Sponsorship performance and lead-generation intelligence dashboard.

PlatformOptimization
10

Event Revenue Optimization Engine

Ticket pricing and partner package optimization.

OptimizationML
11

Digital Twin Event Blueprint

Digital twin blueprint with flow simulation.

PlatformArchitecture

Smart City

8 blueprints

City command centers, public safety, and resilient urban services.

01

Urban Intelligence Fusion Platform

Real-time fusion of cameras, IoT, mobility, and weather into an urban command center.

PlatformAI
02

Predictive Public Safety Engine

Geospatial model anticipating high-risk areas and time windows.

MLPrediction
03

City Digital Twin Platform

Urban digital twin integrating energy, traffic, and safety signals.

PlatformDigital Twin
04

Urban Mobility Congestion AI

Congestion prediction with smart traffic-light optimization.

MLOptimization
05

Infrastructure Failure Prediction Engine

Failure prediction across water, electricity, and transport networks.

PredictionML
06

Smart Utilities Optimization Core

City-scale optimization of water and electricity systems.

OptimizationPlatform
07

AI Urban Budget Allocation Optimizer

Municipal budget allocation driven by predictive performance.

OptimizationAI
08

Sovereign Urban Data Platform Blueprint

Secure city-wide lakehouse architecture blueprint.

PlatformArchitecture

Energy

8 blueprints

Energy systems and critical infrastructure performance and resilience.

01

Smart Grid Optimization Engine

Real-time production and consumption balancing for smart grids.

OptimizationAI
02

Oilfield Predictive Analytics Platform

Predictive maintenance platform for extraction equipment.

MLPlatform
03

Energy Trading Intelligence System

Energy price forecasting and trading portfolio optimization.

PredictionOptimization
04

Carbon Intelligence Optimization Suite

Emission reduction and ESG compliance optimization.

OptimizationESG
05

Renewable Asset Yield Optimizer

Yield maximization for solar and wind assets.

OptimizationML
06

Industrial Safety Risk AI

Early detection of industrial safety incidents.

AIRisk
07

National Energy Data Platform

Sovereign multi-stakeholder energy data architecture.

PlatformArchitecture
08

LNG Supply Chain Optimization Engine

Natural gas logistics and LNG supply chain optimization.

OptimizationPlatform

Aviation

8 blueprints

Airports, ports, and logistics hubs at global operational scale.

01

Airport AI Control Tower

Predictive supervision of flights, baggage, and congestion.

AIPlatform
02

Passenger Flow Optimization Engine

Real-time terminal density simulation and optimization.

OptimizationSimulation
03

Aircraft Predictive Maintenance Core

Sensor-based prediction of aircraft failures.

PredictionML
04

Smart Crew Allocation Optimizer

Optimization of regulated crew scheduling.

OptimizationAI
05

Port Logistics Intelligence Platform

Container and maritime flow optimization platform.

PlatformOptimization
06

Aviation Risk Intelligence Monitor

Forecasting weather and geopolitical aviation risks.

RiskPrediction
07

Hub Revenue Optimization Engine

Revenue optimization per passenger across hubs.

OptimizationAI
08

Global Trade Disruption Forecasting System

Forecasting system for global supply chain disruptions.

PredictionPlatform

// mission disponible

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