Agentic Innovation for Complex
& Compliant Operations
We design the workflows, AI-enabled processes, reporting layers, and control architecture behind faster, safer, more defensible growth.
We work with companies operating in complex, regulated, or fast-moving environments to turn strategic needs into practical operating systems.
A six-step partnership. Not external advisory.
We enter the operation, take co-ownership of the problem, and stay until the system runs.
AI-native systems
for responsible innovation.
AI now enables companies to rapidly increase efficiency, intelligence, and process-building capacity.
But without the underlying reasoning — and a clear understanding of the operation itself — these solutions will never reach their full effect.
Mate Brezovszki has spent 10+ years working across early-stage startups, fintech scaleups, institutional banking, audit, and crypto infrastructure. His work has evolved alongside the automation curve: from reporting workflows and robotic process automation to AI-enabled and agentic process building.
With experience across highly regulated environments and small business operations, he has seen the same challenge from different angles — from go-to-market and customer operations to finance, reporting, compliance, and internal execution.
Understanding the full scale of the operation is key to building AI-native systems that actually fit the business, instead of sitting on top of it.
Selected work.
Engagements across regulated finance, crypto infrastructure, and institutional operations.
Two products in build — and one partner initiative.
PORTA
Coming soonAgentic personal finance opportunity layer.
“What financial opportunities apply to me?”
RADAR
Coming soonAgentic funding intelligence layer for companies.
“What funding and support opportunities apply to my company?”
Project VIBE
Partner initiativeWant to build on your own? Join Project VIBE — an early-stage startup accelerator.
Field notes from regulated innovation.
The Age of Vibe
How agentic development is reshaping the startup landscape.
5 Points: How MiCA Supports Your Fair Token Launch
Five practical ways MiCA enables clarity and trust for token launches in Europe.
Stablecoins Transformed: The MiCA Effect
How MiCA raises the bar for stablecoins — and what it means for builders.
Have a complex
operating problem?
Send the messy version. That is usually where the useful work starts.