ABOUT

About Vitalii Karasov

I build private AI operations systems for owner-led construction, design-build and remodeling companies — and I come to that work from five years of running operations where a mistake had consequences.

01 — THE SHORT VERSION

What I bring to the work

Five years of operations and project management before I wrote a line of production AI. A crisis-response operations role where I was legally accountable for the personal data of 2,000+ people. An EdTech platform taken from zero to launch across three regions. Three degrees, PRINCE2, and four working languages.

I now design and deliver AI operations systems end to end: workflow discovery, architecture, implementation, deployment, documentation, handoff. Source code, credentials and documentation go to the client.

02 — DATA

Why my clients’ data is not a risk

From 2022 to 2023 I managed crisis-response operations at SOS Children’s Villages Poland during the Ukraine emergency. I was responsible for a 1.5M+ PLN portfolio, coordination with 2,000+ international entities, and — the part that matters here — the personal data of people whose safety depended on the records being correct.

I built the data governance and audit framework for that operation. Across every UN and EU audit: zero non-compliance findings. Processing errors dropped 95%. I am certified in personal data processing and risk to rights and freedoms under RODO/GDPR.

That is why every system I build is designed around traceability first: every output cites its source, every decision leaves an audit trail, data stays in the client’s own infrastructure, and a human stays in the loop wherever the stakes require one. It is not a feature I added because clients ask about security — it is how I was trained to work.

03 — DELIVERY

Why the project won’t stall halfway

Most owners I speak to have been burned once: a developer disappeared, or delivered something nobody could maintain.

I run delivery as a project manager, because that is what I was for five years:

  • MA, Project Management — Uczelnia Łazarskiego, Warsaw
  • PRINCE2 Foundation — AXELOS
  • Practical Application of Generative AI for Project Managers — Project Management Institute

Fixed scope, one bottleneck at a time, defined phases, written handoff. You receive source code, credentials and documentation. If you want to take the system in-house or hand it to another engineer, you can — that is the intended end state, not a threat.

04 — BACKGROUND

Why I understand the business, not just the code

Imperium Academy (2023–2025) — Product Manager. Launched an EdTech platform 0→1: LMS architecture aligned to SCORM/xAPI for enterprise integration, GA4 and behavioural analytics to rebuild student onboarding (+15% retention), multi-market expansion across the US, EU and Asia with GDPR and COPPA compliance in every region, and SOPs for distributed teams that cut new-team-member onboarding time by 40%.

Human Gambit Media (2025–2026) — AI Lead & Product Manager. Applied AI product development from requirements and architecture through delivery: LLM-API workflows, retrieval pipelines, internal tools for research and decision support, and reusable development and deployment workflows. The media side reached an audience of 750,000+ — long-form analytical work on history, institutions and how complex systems fail.

I have sat on the business side of the table. When you describe an operational problem, I am not translating it into technology I already wanted to build.

05 — EDUCATION

Three degrees

  • MA, Project Management — Uczelnia Łazarskiego, Warsaw (2021–2024)
  • MA, Pedagogy and Philosophy — Drahomanov National Pedagogical University (2020–2022)
  • BA, European Studies / Civilization — Taras Shevchenko National University of Kyiv (2016–2020)

The philosophy is not decoration. Systems that have to justify their own output — citing evidence, exposing reasoning, surviving review by someone who disagrees — are epistemology before they are engineering.

06 — CERTIFICATIONS

Credentials

  • PRINCE2 Foundation — AXELOS (2023)
  • Practical Application of Generative AI for Project Managers — Project Management Institute (2026)
  • Security of Personal Data Processing and Risk of Violation of Rights and Freedoms (RODO/GDPR) — 2023
  • Make.com Advanced Certified
  • Digital Marketing Analytics; Marketing in a Digital World — University of Illinois Urbana-Champaign
  • Introduction to Communication Science — University of Amsterdam
  • Brand Management: Aligning Business, Brand and Behaviour — London Business School

07 — WHAT I BUILD

Systems I deliver

  • Field operations — voice reporting, attendance, location verification, exceptions, project-level records
  • Project knowledge — searchable emails, attachments, drawings, meeting notes and decisions
  • Calls and communications — transcription, summaries, action extraction, automatic routing
  • Lead and estimate operations — response, qualification, follow-up, contract detection
  • Documents and reporting — daily reports, meeting minutes, RFIs, purchase orders, management summaries
  • Company knowledge — procedures, checklists and operational records made retrievable

DELIVERY
Python · FastAPI · PostgreSQL · REST APIs · webhooks · retrieval-augmented generation · hybrid retrieval · speech-to-text · n8n · Make · Docker · CI/CD

08 — TRACK RECORD

Where it has run

  • Ataman Studio — Los Angeles design-build firm. Lead operations pipeline, 10,000+ production executions. Read the case study
  • US construction company, East Coast — multilingual field operations and company knowledge system, processing voice reports, attendance, operational exceptions, company email and attachments into management-ready information. Under NDA.
  • Prize winner, AI Agent Olympics — Milan AI Week 2026, Europe’s largest AI event (2,382 participants). SENTINEL

Working remotely with companies across the US, UAE and Europe.

09 — LANGUAGES

Four working languages

English, Ukrainian, Polish, Russian — all four used in working contexts, including as the coordination languages during the Ukraine emergency response.

Want to know if this fits your operation?

Describe the bottleneck. You’ll get a direct answer — even if the answer is that I’m not the right fit.

vitalii@karasov.co · LinkedIn · GitHub

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