Stepan Kropachev
@stepankropachev
AI Technical PM with 8+ years of experience. Building RAG agents & LLM tools from scratch. Leading strategy and execution. Ex-Founder. Master’s in AI.
What I'm looking for
Technical Product Manager with 8+ years of experience bridging the gap between business strategy and Applied AI.
Expert in GenAI/LLM product discovery, rapid prototyping (Python, LangChain/Langraph), and scaling high-load platforms to 2M+ MAU. Proven track record of leading cross-functional teams (13+ engineers) and making data-driven strategic decisions. Master’s in Human-Centered AI.
Experience
Work history, roles, and key accomplishments
AI Product Lead
Metr Kvadratny
Jun 2021 - Present (4 years 6 months)
Spearheaded AI strategy, building an R&D unit and managing 13 engineers. Deployed a secure local LLM and "M2 Typewriter," cutting content time by 43%. Architected a RAG agent automating 30% of inquiries. Previously led Core Search, boosting conversions 27% via technical SEO, while fostering a product-led culture and engineering ownership.
Co-Founder / Head of Product
Bismuth AI
Jul 2019 - Jun 2021 (1 year 11 months)
Architected product vision and technical strategy for floor-plan recognition AI, built an ML team and delivered an MVP, and led go-to-market pilots with PropTech partners to validate commercial potential.
Product Manager
Living
Mar 2019 - Jun 2021 (2 years 3 months)
Transformed an MVP into an enterprise SaaS platform, tripling revenue and scaling product x15 through architecture decisions and 29 banking partnerships that opened new API-driven revenue streams.
Co-founder / Head of Product
Zelenka
Feb 2018 - May 2019 (1 year 3 months)
Led product vision and execution for a digital ecosystem for 'Green Card' insurance processing, culminating in a strategic acquisition by a major insurance company.
Education
Degrees, certifications, and relevant coursework
Università degli Studi di Milano
Master's, Human-Centered AI
2023 - 2025
Grade: 90/100
Activities and societies: • Researched the limitsations of LLMs' reasoning abilities in Tax Legal domain • Investigated user experience challenges and model performance in Retrieval-Augmented Generation (RAG) AI products through technical and user-centric research. • Developed and implemented evaluation pipelines to assess model performance against a dual set of technical metrics and end-user experience criteria.
Master's in Human-Centered AI completed in 2025 focusing on human-centered approaches to artificial intelligence.
Saint Petersburg State University
PhD Program, Political Science
2013 - 2016
Grade: Compleated
Activities and societies: • Conducted a multi-year comparative analysis of the legislative frameworks and policy outcomes of the immigration systems of the United States, Canada, and Australia. • Employed a qualitative legal and policy analysis framework, examining primary legislative documents, governmental reports, and integration outcome data.
Admitted to the PhD program in Political Science beginning in 2016.
Saint Petersburg State University
Specialist Degree, Political Science
Specialist Degree in Political Science completed in 2013.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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