DATA2PROFIT · APPLIED AI FOR BUSINESS
AI beyond ChatGPT.
Turn business questions into practical AI opportunities.
I help organizations understand where artificial intelligence can create real business value — and choose the right approach for the problem. From forecasting and recommendation systems to classification, segmentation, anomaly detection, NLP and generative AI.
Based in France · Working internationally · English, French & Hebrew
Not every AI problem needs ChatGPT.
The best starting point is not a technology. It is a business question.
What will happen next?
Forecast sales, demand, workload or other future outcomes using historical patterns.
FORECASTING · TIME SERIES
Which customers are most likely to…?
Predict churn, conversion, risk or another defined outcome to support better prioritization.
CLASSIFICATION
What should we recommend next?
Personalize products, content or offers based on customer behaviour and preferences.
RECOMMENDATION SYSTEMS
What types of customers do we have?
Discover meaningful groups and patterns without deciding the categories in advance.
CLUSTERING · SEGMENTATION
Is something unusual happening?
Spot abnormal behaviour in transactions, operations, sensors or other business processes.
ANOMALY DETECTION
What can we learn from text and documents?
Classify, search, extract, summarize or generate language when text is central to the problem.
NLP · GENERATIVE AI
FROM QUESTION TO VALUE
Start with the business. Then choose the AI.
AI should not be a technology project looking for a problem. I start by understanding what your organization wants to improve, what data exists, what success would look like and whether AI is actually the right tool.
01 · Discover
Clarify the business problem, decision or process you want to improve.
02 · Assess
Review data availability, feasibility, expected value and practical constraints.
03 · Build
Develop the model or system that best fits the use case — not the latest buzzword.
04 · Integrate
Connect the solution to real workflows, measure results and improve it over time.
Three ways to work with Data2Profit
FOR COMPANIES
AI Opportunity Diagnostic
A structured assessment of your business needs, available data and potential AI use cases. The objective is clarity before investment.
- Business problem & process analysis
- Data-readiness assessment
- Prioritized AI opportunities
- Feasibility and next-step roadmap
FROM IDEA TO IMPLEMENTATION
Custom AI Solutions
When a use case is worth pursuing, I can help move it from concept to working solution — with the model selected according to the business problem and data.
- Data preparation and modelling
- Machine-learning solution development
- Testing and integration
- Deployment and ongoing improvement
FOR ORGANIZATIONS & COMMUNITIES
Speaking & Workshops
Accessible, business-oriented sessions that help managers understand what AI can actually do beyond generative tools.
- AI beyond ChatGPT
- Business problem → AI approach
- Data requirements and limitations
- Practical examples for non-technical audiences
AI BEYOND CHATGPT · SPEAKING
Give your audience a map of the AI landscape.
My talks are designed for business owners, managers, MBA audiences, professional communities and teams who want to understand what artificial intelligence can do without getting lost in technical jargon.
The focus is simple: what business question are we trying to answer, which family of AI is relevant, what data would it need, and where might value come from?
Example session
AI Beyond ChatGPT: How Businesses Can Use Artificial Intelligence to Solve Real Problems
Classification · Regression · Forecasting · Recommendation systems · Clustering · Anomaly detection · NLP · Generative AI
ABOUT SHAHAF KLEIN
Science, business and AI — in the same conversation.
My background combines scientific research, an MBA in Marketing & Strategic Management, and advanced training in Data & AI. That combination shapes the way I work: rigorous about the data, practical about the technology, and focused on the business question behind the model.
Through Data2Profit, I help organizations identify useful AI opportunities, translate business needs into technical approaches, and develop solutions when the use case makes sense.
Wondering where AI could create value in your organization?
Start with a short introductory conversation. We will determine whether there is a relevant problem worth exploring — without turning the first call into unpaid consulting.
