Mateusz Łubik-Manager / Pod leader in various domains (incl. Consulting & business)
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Experience
Manager / Pod leader in various domains (incl. Consulting & business)
Mercor
- Design and evaluation of prompts challenging the frontier AI reasoning models for training purposes in multi-level reasoning consulting tasks on several projects (Plato, Labyrinth, Balboa, Argus, Georgia, Tomato)
- Evaluator and manager for several projects, including working on third-party and internal AI-training software (Labyrinth, Balboa, Argus, Georgia, Tomato, Style)
- Senior manager and Pod leader for ~30 people in an AI training project in a business domain
Consultant
Deloitte Advisory AI & Data
- Strategy creation and implementation of AI solutions for corporate clients
- Developing process improvements for tech departments leveraging AI tools
- Configuration of AI agents for classification and communication for corporate clients in the procurement sector
Associate
Deep Tech Integrator
- Management of the company's assets, developing strategies, implementing said strategies, responsible for communication with investors, and raising further capital for investments
- Developed and created a go-to-market strategy for an AI platform for the UK market
- Managed the process of creating and setting up ESG SaaS for production plants in the wood sector
Business Analyst
McKinsey & Company
- Designed and implemented operations initiatives for production improvements and service in the automotive industry
- Built standard management and operational improvements for a network of several hundred workshops throughout Europe
Project Support
Boston Consulting Group
- Aiding full-time consultants in selected parts of the engagement through analysis, slides, and research
- Experience in banking and retail
Industry Experience
See where this freelancer has spent most of their professional time.
Experienced in Information Technology, Professional Services, Automotive, Banking and Finance, Retail, and Manufacturing.
Business Area Experience
See which departments and functions this freelancer has contributed to most.
Experienced in Strategy, Information Technology, Operations, Project Management, Research and Development, and Production.
Summary
I work at the intersection of management consulting and applied AI. My current focus is designing, evaluating, and improving the prompts and reasoning tasks used to train frontier AI models across business and consulting domains, where I also lead a team of around 30 people as a pod leader. Alongside this, I advise corporate clients on AI strategy and implementation — from configuring AI agents for classification and communication in procurement, to building process improvements for technical teams.
Before specializing in AI, I built a foundation at some of the world's leading advisory firms. As a Business Analyst at McKinsey & Company, I designed and implemented operations initiatives across a European network of several hundred automotive workshops. I've also worked on commercial and vendor due diligence at Arthur D. Little, supported engagements at Boston Consulting Group, and led go-to-market strategy for an AI platform entering the UK market. This mix gives me both the structured, analytical rigor of top-tier consulting and practical, current experience with how large language models are trained, evaluated, and deployed.
My academic background is in finance — a Bachelor's in Finance, Banking, and Insurance from Jagiellonian University and a Master's in Enterprise Financial Management from the Warsaw School of Economics — which grounds my AI work in quantitative and commercial reasoning.
Skills
- Excel / Financial Modeling Tools
- Powerpoint / Slide Design
- Ai Training Platforms
- Jira / Confluence
- Team Leadership & People Management (Led ~30-Person Pods)
- Project Management
- Stakeholder & Investor Communication
- Cross-Functional Collaboration
- Structured Problem-Solving
- Executive-Level Presentation (Slide-Building / Storytelling)
- Client Management
- Prompt Engineering & Design
- Llm Evaluation & Red-Teaming
- Rlhf / Model Training Data Creation
- Ai Agent Configuration & Orchestration
- Reasoning-Model Evaluation (Multi-Step / Multi-Tool Tasks)
- Rubric & Benchmark Design
- Response Grading / Quality Assurance For Ai Outputs
- Ai Solution Strategy & Implementation
- Go-To-Market Strategy For Ai Products
- Market Research & Analysis
- Strategy Development & Implementation
- Process Improvement / Optimization
Languages
Education
Warsaw School of Economics
Master · Enterprise Financial Management · Warsaw, Poland
Jagiellonian University
Bachelor of Science · Finance, Banking, and Insurance · Kraków, Poland
Statistics
Experience
Global Experience
Expertise
Qualifications
Profile
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