Stat4decision
Stat4decision is a Paris-based open-source data science and AI consulting and training firm serving 200+ European enterprises and public institutions since 2012 via project-based consulting and Qualiopi-certified training on Python, R, and open LLMs.
- Company typePrivate
- Founded2012
- HeadquartersParis, France
- Headcount1–10
- GTM typeB2B
- OfferingServices
What Stat4decision does
Stat4decision is a French open-source data science and AI consulting and training firm headquartered in Paris, founded in 2012 by Emmanuel Jakobowicz, PhD, and operating as a SARL with 15+ practitioners. The company delivers exclusively on open-source tooling — Python, R, and open large language models (Mistral AI, Llama, HuggingFace) — deployed on-premise or in client private cloud environments, with no proprietary platforms and no vendor lock-in. Its offering is organized around two pillars: project-based consulting engagements spanning AI & LLM deployment, Python & MLOps, data applications and dashboards, R and statistical modelling (including SAS-to-R migration and Posit infrastructure setup), and on-demand data analysis; plus expert-led training programs covering Python, R, machine learning, and generative AI, delivered as public inter-company sessions or custom intra-company programs and certified Qualiopi (renewed 2024-2027) for EU/OPCO funding eligibility.
The firm serves 200+ organizations across energy (EDF, Engie), finance (AXA, Société Générale, LCL, Coface), healthcare (Cerba Healthcare, Institut Curie), retail and luxury (L'Oréal, Dior, Nestlé), telecoms (Orange), defense and aerospace (Thales, Scania), gaming (Ubisoft), and public research (CNRS, OCDE, Ifremer). All deliverables — code, models, infrastructure — transfer to the client under a skills-transfer philosophy built into every engagement contract. Go-to-market is direct sales-led via a website contact form with a 48-hour response SLA, a 30-minute scoping call, and a fixed-scope proposal; pricing is per-project for consulting, per-course for training (€1,200-€2,400 per participant), and time-credit based for on-demand analysis (12-month rollover, no retainer).
Technically, Stat4decision's stack includes uv/renv for reproducible environments, GitLab CI/CD and Docker for pipelines, MLflow for experiment tracking and model registry, and integration with Mistral AI, HuggingFace, LangChain, LlamaIndex, Ollama, and vLLM for generative AI deployments. The company holds Qualiopi certification (delivered by COFRAC) and is positioned around EU AI Act compliance, on-premise data sovereignty, and open-source auditability as primary differentiators against closed-platform competitors. There are no external institutional investors or parent company disclosed in the source material; ownership remains with the founder and a small group of co-owners.
Stat4decision firmographics
Firmographics- Name
- Stat4decision
- Legal name
- SARL Stat4decision
- Website
- https://stat4decision.com
- Company type
- Private
- Founded year
- 2012
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Stat4decision is a Paris-based open-source data science and AI consulting and training firm serving 200+ European enterprises and public institutions since 2012 via project-based consulting and Qualiopi-certified training on Python, R, and open LLMs.
- Ownership category
- akta.pro rank
Stat4decision industry classification
Industry- Product category
- Data Science & AI Consulting
- NAICS
- Custom Computer Programming Services (541511), Professional and Management Development Training (611430)
- SIC
- Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Data, Analytics & AI Training (BI, Data Engineering, ML/GenAI) (BPAEANAH)
Keywords
Where Stat4decision is headquartered
LocationHeadquarters
- HQ city
- Paris
- HQ country
- France
- HQ region
- Europe
Offices1 record
Markets served
Stat4decision business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Operations, Marketing or Sales, Technology or R&D, Infrastructure
Revenue model
- Data Science & AI Consulting: Hands-on consulting engagements delivering production-ready code, models, and data applications. Engagements are scoped and priced per project. Skills transfer is built into every contract at no extra charge.
- Expert-led Training: Expert-led training programs on Python, R, ML, and Generative AI. Delivered publicly (inter-company) or privately (intra-company/custom). Certified Qualiopi — eligible for EU/OPCO funding. Flexible time-credit system with credits rolling over 12 months for on-demand analysis.
- Data Analytics On-Demand: Business question + client data = actionable answer in 3–5 days. Flexible time-credit system — credits roll over 12 months. No retainer required.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| One time/ perpetual license | Per course | scikit-learn for Machine Learning — 2 days, 14h, Paris or remote |
| One time/ perpetual license | Per course | Python for Data Science — 4 days, 28h, Paris or remote |
| One time/ perpetual license | Per course | Spark with Python (PySpark) — 3 days, 21h |
| One time/ perpetual license | Per course | Python for SAS Users — 2 days, 14h |
| One time/ perpetual license | Per course | Data Visualization with Python — 2 days |
| Usage-based | Pay-as-you-go | On-demand Data Analysis — flexible time-credit system |
Go-to-market motion2 records
Distribution channels4 records
Marketing channels6 records
Stat4decision product offering
Product offeringCore offering
Stat4decision is a French open-source data science and AI consulting and training firm that delivers hands-on consulting engagements (AI & LLM Deployment, Python & MLOps, Data Apps & Dashboards, R & Statistical Modelling, On-Demand Data Analysis) and Qualiopi-certified expert-led training in Python, R, ML, and Generative AI. All delivery uses open-source tools (Python, R, Mistral AI, Llama, HuggingFace), deployed on client infrastructure with skills transfer built into every contract so client teams retain autonomy.
Product overview
Stat4decision is a French open-source data science and AI consulting and training firm founded in 2012. Its offering is a portfolio of professional services organized around two pillars: consulting engagements and instructor-led training courses. The consulting pillar encompasses five core services — AI & LLM Deployment, Python & MLOps, Data Apps & Dashboards, R & Statistical Modelling, and On-Demand Data Analysis — all built exclusively on open-source tools (Python, R, open LLMs). The training pillar consists of scheduled public courses and custom intra-company sessions covering the full data science stack (Python, R, ML, GenAI, data engineering, statistics). Training courses include Python for data science (4 days), scikit-learn for machine learning (2 days), data visualization with Python (2 days), PySpark (3 days), Python for SAS users (2 days), and Python for data analysis (3 days). Both pillars are tied together by a skills-transfer philosophy: every engagement includes knowledge transfer so client teams can operate independently. The company is Qualiopi-certified for its training activities and serves 200+ organizations across energy, finance, healthcare, retail, telecoms, and public research.
Differentiator
Problem solved
Functional benefit
Products and services
- AI & LLM Deployment Consulting Consulting service for organisations that need to deploy RAG systems on proprietary data, fine-tune open-source LLMs (Mistral AI, Llama, HuggingFace), and build AI agents. Delivered on-premise so data never leaves client infrastructure and full AI Act compliance is met.
- Python & MLOps Consulting Consulting engagement transitioning teams from notebook prototyping to production-grade APIs using uv for reproducible Python environments, GitLab CI/CD for automated pipelines, MLflow for experiment tracking, Docker, and DVC.
- Data Apps & Dashboards Consulting Interactive data application and dashboard development using Streamlit or Dash (Python) and Shiny (R), ranging from rapid prototypes to production-grade apps deployed on client infrastructure or via Docker.
- R & Statistical Modelling Consulting Advanced statistical modelling, econometrics, time-series analysis, SAS-to-R migration, and Posit infrastructure setup, deployed via Posit Connect or Docker.
- On-Demand Data Analysis Time-credit based analytical service delivering interpreted, actionable answers within 3–5 business days. Covers NLP, forecasting, segmentation, scoring, and survival analysis. Credits roll over 12 months with no retainer required.
- Expert-Led Data Science Training Expert practitioner-led training in Python, R, machine learning, and generative AI. Qualiopi certified and eligible for EU/OPCO funding, with 80+ courses across data science, AI, BI, statistics, and data engineering. Available as public inter-company sessions or custom intra-company programmes.
- Python for Data Science Training Course 4-day (28-hour) course covering Python fundamentals, pandas, NumPy, Matplotlib, Seaborn, Plotly for visualisation, and scikit-learn for machine learning, with an introduction to production deployment. Priced at €2,400 HT per person; max 7 participants per session; Paris or remote.
- scikit-learn for Machine Learning Training Course 2-day (14-hour) course on building robust ML models with scikit-learn covering supervised and unsupervised learning, pipelines, preprocessing, cross-validation, hyperparameter tuning, and production deployment. Priced at €1,200 HT per person; max 7 participants; Paris or remote; Qualiopi/OPCO eligible.
- Data Visualisation with Python Training Course 2-day course on data visualisation with Matplotlib, Seaborn, Plotly, Folium, Streamlit, and Dash. Covers static and interactive graphics, web applications, dashboards, and production deployment. Intra-company sessions available on demand.
- PySpark Training Course 3-day (21-hour) course on distributed big data processing using PySpark. Covers Spark architecture, DataFrames, Spark SQL, MLlib for distributed machine learning, and deployment on clusters. Priced at €1,600 HT per person; max 6 participants per session.
- Python for SAS Users Training Course 2-day course for SAS users migrating to Python. Covers pandas equivalence to SAS DATA step, statsmodels for statistical procedures, scikit-learn for ML, and practical translation of SAS workflows. Public session pricing available on request; max 6 participants per session.
- Python for Data Analysis Training Course 3-day course for data analysts transitioning from Excel/SAS to Python. Covers pandas, Matplotlib, Seaborn, Jupyter Notebook, reproducible analysis, and reporting automation.
Quantifiable outcome
- 200+ organisations served since 2012
- +3 more outcomes
Companies that use Stat4decision
Customer profileNamed customers18 records
Segments4 records
Ideal customer profiles4 records
Stat4decision technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability6 records
Feature5 records
Stat4decision partnerships and signals
Strategic signalPartnerships
Two partnerships are on record, tiered core.
- Mistral AIcoreMistral AI is the primary open LLM provider integrated into Stat4decision's AI and LLM consulting practice. Used for RAG systems, AI agent development, and sovereign AI deployments on client infrastructure. Stat4decision also uses Mistral AI as a sub-processor for its website AI assistant/virtual assistant (data processed within EU). Mistral AI is a French company, reinforcing the sovereign AI positioning.
- HuggingFacecoreHuggingFace is used as an open-source LLM and model hub within Stat4decision's AI consulting engagements. Supports RAG implementations, open LLM fine-tuning, and AI agent architectures.
Scale indicators4 records
Recent moves7 records
Expansion highlights5 records
Stat4decision competitors and assessment
Company assessmentDirect peers
- MFG Labs: Paris-based data science consultancy delivering statistical modelling, ML, and AI solutions to French and European enterprises. Closely comparable on boutique size, open-source-first stance, and large-enterprise client base.
- Micropole: French data consulting firm providing BI, analytics, and data engineering services with a strong training offering. Comparable across enterprise focus, European footprint, and dual consulting/training pillars.
- Ekimetrics: French data science and analytics consultancy focused on marketing, AI, and decision-science solutions for large enterprises. Comparable in client profile (CAC 40 and European) and pure-play data/AI consulting model.
- Octopeek: Paris-based boutique data science and AI consulting firm serving French enterprises with open-source tooling and custom ML/AI solutions. Closely comparable on geography, offerings (AI consulting + training), and CAC 40 client base.
Emerging players
- Zenika: French IT consultancy with growing AI/data and open-source practices delivering training and platform engineering. Compares on open-source-first stance and training offerings, but broader in cloud, DevOps, and software craftsmanship.
Broad incumbents
- Devoteam: Major European IT consulting firm with a dedicated AI/ML practice covering data engineering, MLOps, and GenAI implementations. Competes for similar enterprise AI projects but as part of broad digital transformation portfolio.
- Capgemini Engineering: Global IT and engineering services giant with significant AI/data practices serving the same CAC 40 enterprises. Lighter on hand-crafted open-source consulting and bespoke training but competes for budget on transformation mandates.
- Dataiku: French data science/ML platform company offering enterprise AI software plus partner-led services. Adjacent rather than direct: Dataiku sells a platform while Stat4decision is platform-agnostic, but both anchor in open-source enterprise AI in France.
- Accenture: Global consulting leader with large-scale data and AI practices serving the same large European enterprises. Overlaps on AI strategy and MLOps implementations but operates at a fundamentally different scale.
- Artefact: Larger French data and AI consultancy with global footprint offering end-to-end data strategy, marketing analytics, and AI engineering. Overlapping offerings but broader portfolio (media, marketing tech) and substantially larger bench than Stat4decision.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat6 records
Key risks6 records
Key highlights6 records
Customer concentration
Stat4decision social profiles
Digital presenceStat4decision compliance and trust
Trust signalCompliance1 record
Stat4decision financial estimates
Financial estimateRevenue estimate
Valuation estimate
Stat4decision leadership team
Management profileNumber of profiles
Profiles1 record
Stat4decision funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Stat4decision M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Stat4decision
What does Stat4decision do?
Stat4decision is a French open-source data science and AI consulting and training firm that delivers hands-on consulting engagements (AI & LLM Deployment, Python & MLOps, Data Apps & Dashboards, R & Statistical Modelling, On-Demand Data Analysis) and Qualiopi-certified expert-led training in Python, R, ML, and Generative AI. All delivery uses open-source tools (Python, R, Mistral AI, Llama, HuggingFace), deployed on client infrastructure with skills transfer built into every contract so client teams retain autonomy.
Is Stat4decision a public or private company?
Stat4decision is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Stat4decision founded?
Stat4decision was founded in 2012. It employs 1 to 10 people.
Where is Stat4decision based?
Stat4decision is headquartered in Paris, France, in the Europe region.
How does Stat4decision make money?
Three revenue lines are on record. Data Science & AI Consulting is the primary driver. The others are expert-led Training and data Analytics On-Demand.
Who are Stat4decision's main competitors?
Direct peers on record are MFG Labs, Micropole, Ekimetrics and Octopeek. Zenika is listed as an emerging player. Broad incumbents are Devoteam, Capgemini Engineering, Dataiku, Accenture and Artefact.
Does Stat4decision have an API?
No public API is recorded for Stat4decision.
What industry is Stat4decision in?
Stat4decision's product category is Data Science & AI Consulting. Its primary akta.pro industry code is BPAEANAH, Data, Analytics & AI Training (BI, Data Engineering, ML/GenAI). Its NAICS code is 541511 and its SIC code is 7370.