Your team burns
30 hours a week
on work I automate
Senior AI Automation Engineer. I build n8n workflows, RAG search over your own documents and multi-agent systems that run around the clock without babysitting. Ten applications in production on my own servers, 99.9% uptime over the last 30 days. Your team stops shuffling data and starts doing work only they can.
Describe one process. Within a day I say whether it can be automated, what it takes and what it costs. No pitch, no commitment.
Services that actually move the needle
What you get, how it runs and what it costs. The projects behind it are in the next section.
Workflow Automation
Your systems exchange data on their own. Built on n8n, running on your server or mine, with monitoring wired in: a broken flow raises an alert instead of going quiet.
- n8n on your server or on mine
- 400+ ready integrations, the rest over API
- Uptime monitoring and failure alerts
AI Agents & RAG
An agent that answers from your documents, not from the internet. Search over your own knowledge base, calls to your own tools, answers checked by a judge model before they reach anyone.
- Qdrant or pgvector over your knowledge base
- Tool calling and custom MCP servers
- Several providers with automatic fallback
Hiring & ATS
Screening stops being a manual step. Vacancies and candidates arrive on their own, CVs are parsed, fit is scored, the technical interview is generated.
- Job collection across 17 boards
- CV parsing and fit scoring
- EU AI Act: DPIA, DSAR, human in the loop, bias monitoring
SaaS & Custom Apps
The whole product: web, Android, desktop and the server under them. Multi-tenant with data isolation, auth, billing, over-the-air updates.
- Next.js + Supabase, RLS on every table
- Native Android (Kotlin) and desktop (Tauri)
- Docker, monitoring, nightly backups
Cases that speak for themselves
Every number below comes from my CV, which is open in full.
Check it against the CVGenerative video pipeline
Consolidated production into 6 reusable pipeline skeletons and grew it from 3 to 12 client channels. Renders run for hours per job: checkpointed state so any stage resumes after a crash, retry with backoff, circuit breakers around each provider. Then handed rendering over to the clients — bundled installer, deploy keys, one-click update — so they run it on their own hardware.
AI support across 7 channels
WhatsApp, Telegram, Viber, Instagram, Facebook, web and email all reach one agent. RAG is separate per tenant. Cleared Meta App Review for production messaging permissions. The site widget speaks the host page's language, is screen-reader accessible, and writes a visitor who leaves a phone number straight into the CRM.
Recruiting CRM under the EU AI Act
Multi-tenant CRM: 33 migrations, RLS on every table, a subdomain per workspace, around 20 AI tasks including CV parsing, few-shot-calibrated ATS scoring and outreach generation, fed by a 17-source scraping pipeline. Compliance built in: DPIA and DPA templates, self-serve DSAR export and erasure, human score overrides with an audit trail, a bias-monitoring dashboard.
Documents and operations
Audited four business functions — procurement, accounting, legal, recruitment — turned the bottlenecks into implementation specs, then built the systems those specs described. Contracts and reports are assembled from templates with docxtemplater and Gotenberg: drafting became filling a form. Plus the operations app the teams work from: scheduling, run monitoring, work hours and spend in one view.
What the people who worked with me wrote
Three recommendations from LinkedIn, quoted word for word. They stay in the language they were written in.
“We had Ihor build a lead qualification bot for our agency. Before that, our sales guys were jumping on every call, half of them going nowhere.”
“The bot now handles first contact. Asks the right questions, scores the lead, routes the serious ones. By the time a salesperson picks up, the conversation is already half done.”
“Lead qualification time dropped around 60%. That tracks with what we saw. The team stopped burning afternoons on dead-end calls and actually started closing.”
“Delivered clean, no drama after launch. Would recommend for any sales team that’s tired of chasing unqualified inbound.”
“I was Ihor’s team lead and watched him working across several internal projects. Document generation, ATS pipelines, workflow integrations. He handled all of it.”
“What I noticed pretty quickly was that he didn’t need handholding. You’d give him a task and he’d come back with it done, plus a few things you hadn’t thought to ask for.”
“Infrastructure side was solid too. Docker, self-hosted setup, monitoring. Stuff just worked. And when something went wrong, he usually knew about it before anyone else did.”
“Good automation engineer, easy to work with. Would recommend him for any team doing serious AI automation work.”
“As a colleague he demonstrated a strong analytical mindset, exceptional problem-solving skills, and a genuine willingness to help others. No matter how complex the challenge was, he approached it with patience, curiosity, and determination to fully understand the root cause before finding the right solution.”
“He has a great ability to break down complicated processes, think critically under pressure, and come up with practical solutions to issues that initially seemed impossible to resolve. He was always approachable, collaborative, and ready to support colleagues whenever needed.”
Try the apps I built
Three you can open and use right now. Seven more are shown, not opened.
Koss Flow CV
cv.kossflow.com
AI resume builder for candidates. Reads your PDF, rewrites the resume for a specific posting and gives you a public link.
- PDF/DOCX import fills the profile
- Match score 0-100 against the posting
- Public CV at cv.kossflow.com/u/<slug>
Kosht
kosht.kossflow.com
Personal finance that survives four currencies and a sole-trader tax year. Web and Android, one account.
- Monobank sync, AI categorization
- Household sharing, crypto, Drive backup
- Sole-trader tax calculator, four regimes
Papir
papir.kossflow.com
A PDF app that changes documents, not just displays them. Desktop for Windows and its own Android version.
- Merge, split, reorder and export pages
- Forms, hand signature, OCR for scans
- Runs locally, GPL-3.0, no account
One Koss Flow account works across every app, single sign-on via auth.kossflow.com
The stack, grouped by what it does
Not a wall of logos. What each part is for, and what I use for it.
Not just a freelancer, a systems thinker
Started in marine engineering, where a system either works or someone gets hurt. That obsession stuck. In AI automation the bar is the same: 99.9% uptime is the baseline, not a brag.
Two and a half years shipping production LLM systems on self-hosted infrastructure. I write the orchestration layer myself instead of adopting a framework: tool-calling loops, custom MCP servers, multi-provider routing with automatic fallback, checkpointed pipelines that resume after a crash, human-in-the-loop gates. End to end means the web app, the native Android app and the server under them.
Tell me what's slowing you down
Describe the problem, even a rough idea. I'll tell you if it's automatable and roughly what it takes. No pitch, no commitment. Usually reply within a few hours.
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