Work that moved the numbers

An automated pipeline that reads supplier invoices, validates them against purchase orders, and posts them to the ERP — with humans reviewing only the exceptions.

~90% of invoices now flow into the ERP with no manual typing

An agent built with Microsoft Foundry (formerly Azure AI Foundry) that answers staff questions from company documents — with citations, permission checks, and an audit trail.

"How do I…?" interruptions to senior staff cut roughly in half

The public website for a 3D printing, resin printing, and 3D scanning studio — services, printed work, and a quote flow that turns "can you print this?" into an answerable request.

Live in production at 3ckod.rs

Untangling who can access what across subscriptions — replacing shared secrets with managed identities, standardising RBAC, and making access reviews answerable.

Zero shared credentials left in app configs; access reviews down from days to about an hour

A copilot that classifies incoming support tickets, routes them, and drafts grounded replies for agents to approve — never to auto-send.

First response time down from ~4 hours to under 30 minutes

A 12-year-old ASP.NET order-management app, moved from a server under the stairs to Azure — incrementally, without a big-bang rewrite.

Deploys went from a risky afternoon ritual to a ten-minute pipeline

The site's robotic Malinois — a chatbot that answers questions about my work from a curated knowledge pack, runs entirely on free tiers, and falls asleep instead of failing.

A working, grounded chatbot at exactly €0/month in running costs

A .NET tool that turns "the bot still answers properly" into a CI check — YAML test suites, LLM-as-judge scoring, recorded answers for offline runs, and baselines that fail a pull request only when something actually got worse.

Catches prompt and model regressions in CI — offline, in under a second, with no API keys