
Artem Kutovoi
About
GenAI Engineer | Building Production RAG Systems & Agentic Workflows
Recent MSc Quantitative Finance graduate from WU Vienna with strong technical foundation in AI/ML and production development. Built multiple GenAI applications from prototype to deployment: Recent Projects: Inspiration: Multi-agent recommendation engine (LangGraph, pgvector, React Native) with 43% latency optimization using LangSmith observability RegWatch: Regulatory intelligence platform monitoring EU tax law across 5 APIs with RAG pipeline Seek: Agentic RAG over 31K Bible verses with self-evaluating retrieval quality Book Assistant: Spoiler-free reading companion with 3-tier NER pipeline Technical Stack: Python, FastAPI, React/React Native, LangChain, LangGraph, pgvector, ChromaDB, Supabase, OpenAI/Anthropic APIs, Docker, Railway, Git Experience: BAWAG Group (M&A/Business Development) - automated cash flow models, valued 40+ loan portfolios Seeking: AI/ML Engineer, GenAI Engineer, Full-Stack AI, Product roles at startups building with emerging AI technologies Languages: English (C2), German (B2), Russian (Native), Italian (B1) Location: Vienna | Open to hybrid/remote EU opportunities
Skills
Artificial Intelligence
Computer Vision
Excel
M&A Modeling
Machine Learning
NLP
Python
React Native
Visual Basic for Applications (VBA)
Open for
parttime
fulltime
cofounder
Work Experience
Inspiration | AI Recommendation Engine
2025-12 - 2026-04
Founder
Other
cofounder
Python, FastAPI, React Native, LangGraph, pgvector, Supabase, OpenAI Built a full-stack application (FastAPI backend, Expo mobile app) that translates abstract emotional input into personalised book and film recommendation using a multi-agent LangGraph pipeline Architected a parallel retrieval system combining pgvector cosine similarity search over a 6,000+ work corpus (Supabase) with live Wikidata SPARQL queries, Reddit/ web context via Tavily, and GPT synthesis Implemented Supabase Auth with JWT middleware, per-user daily usage limits, and session history Diagnosed and reduced pipeline latency from 131s to 75s using LangSmith observability tracing, identifying bottlenecks
RegWatch | Regulatory Intelligence Platform
2026-01 - 2026-03
Founder
Remote
cofounder
Python, FastAPI, React, Supabase, pgvector, Railway Built a full-stack regulatory intelligence platform monitoring EU, Austrian, German and Swiss tax law across 5 APIs with automated daily digests generated by Claude Architected a RAG pipeline using pgvector semantic search, multi-documental retrieval and streaming LLM responses across a jurisdiction-filtered document corpus Deployed to Railway as a live demo with authentication, React frontend served via FastAPI static files
Seek | Bible Guidance App
2026-02 - 2026-03
Founder
Remote
cofounder
Python, FastAPI, LangGraph, pgvector, Supabase, OpenAI, LangSmith Built an agentic RAG pipeline over 31,100 KJV Bible verses and 100 story summaries with modern framing, embedded via OpenAI text-embedding-3-small into Supabase pgvector Designed a LangGraph StateGraph agent with query expansion, self-evaluating retrieval quality, and iterative query reformulation Built server-side session memory enabling multi-turn dialogue - deep dives, alternative story candidates and follow up questions
Book Assistant
2025-11 - 2026-04
Founder
Remote
cofounder
Python, FastAPI, ChromaDB, spaCy, BookNLP, Claude API Built a spoiler-free RAG reading companion with strict page-boundary constraints enforced at the vector DB query layer, preventing spoilers Designed a 3-tier NER pipeline (Supabase entity registry -> BookNLP transformer -> spaCy + fallback) for robust character extraction Developed a scene roleplay system enabling multi-turn dialogue with book characters, grounding responses in built character profiles
BAWAG
2025-02 - 2025-08
M&A/ Business Development Intern
Other
internship
Valued over 40+ loan portfolios using DCF and NPV approaches in the context of forward flow sale programs Negotiated valuation methods with counterparties to achieve target IRR threshold Automated cash flow models using VBA, significantly reducing manual processing time
RunePrint Ltd.
2021-05 - 2025-07
Market Advisor
Remote
parttime
Identified a business opportunity that generated up to 70% of the company’s profit Secured 50+ deals with international manufacturers, reducing company expenses by 20% Negotiated to list the products on the leading marketplace Drop which increased exposure by 270%
UniCredit
2022-12 - 2023-07
Corporates Commercial Strategy Intern
Other
internship
Analyzed key financial results, performance, budget, forecast, KPIs and trends of CE & EE Corporates business with a specific focus on the Product Factories and segments Supported the dialogue with Product Factories and local Banks to gather and elaborate information regarding the financial results achieved
Moscow Commercial Bank
2019-05 - 2019-08
AML Intern
Other
internship
After a careful study of currency and AML legislation I monitored over 250 daily transactions to identify those subject to regulatory control. I then submitted the corresponding request to an NCA for further review
Moscow Commercial Bank
2018-05 - 2018-08
Credit Risk Intern
Other
internship
I requested information about the clients to evaluate credit risk levels by compiling this information and getting the final score according to bank rules and guidelines. If a client had a collateral property I would work closely with a team to estimate its value using various numerical methods such as the Market Method or the D&A method.
Moscow Commercial Bank
2017-05 - 2017-08
Back Office Intern
Other
internship
On average I prepared documents for 25 interbank transactions a day and every 4 hours I set the exchange rates for the Treasury. Prepared documents and information for subsequent exchange with the Federal Customs Service of Russia.
Academic Experience
Universtià Luigi Bocconi -
2021.08 - 2023.08
Master of Science, MSc in Finance (Investment Banking major)
UCL - University College London -
2018.08 - 2021.08
Bachelor of Science, BSc in Mathematics
WU Wien (Vienna University of Economics and Business) -
2023.08 - 2025.08
Master of Science, MSc in Quantitative Finance