AI-Native Transformation
Move from ad-hoc AI experiments to a governed, outcome-driven operating model.
MAXIM BREGER / PRINCIPAL AI SYSTEMS ARCHITECT
AI decisions
you can
defend.
AI-Native Technology
& Business Advisory.
I help enterprise leaders, investors and founders assess AI opportunities, design the architecture and govern delivery toward a result they can verify.
Book a conversation ↗ Start with an assessment →
AI-Native Technology & Business Advisory
20+ years in engineeringFinTech & telecomDistributed systemsFounder & technical leader
01 / Advisory
Five ways to make
an AI decision you can defend.
Delivery Governance
Make AI and software delivery predictable and verifiable, with evidence and acceptance gates.
Enterprise AI Architecture
Architecture, integration and risk, security and governance review for AI systems.
Venture Technology Advisory
Technical due diligence and architecture and risk assessment for funds and portfolio founders.
AI Operations & Economics
Cost, measurement and operating economics of AI systems, including cost per accepted result.
02 / How I work
Contract, evidence,
independent verification.
Human above the loop
People set the direction, budget and acceptance criteria. AI executes within those boundaries.
Evidence over claims
Work moves through contract, execution, evidence and independent verification before acceptance.
Measured economics
Cost per accepted result and human review time are treated as first-class proof metrics.
03 / Selected work
Experience behind the advice.
AI product engineering · pilot
RAMP
Community discovery and AI-assisted workflows, with explicit permissions and human review. A separate venture with its own ownership; shown as collaboration.
Explore the case →Released wellness product · live
ATMO / NeuroYoga
Guided practices and on-device feedback. A separately owned product; privacy shapes the architecture.
Explore the case →Founder experience
Avtology
Automotive data and ownership-cost analysis that make complex customer decisions clearer.
Explore the case →What I’m developing
Research and controlled pilots
Market Distance connects audience evidence to proposed changes. AI Factory explores how to execute and verify agreed work.
Market Distance → AI Factory →Built with ChatGPT. This site is becoming an open Market Distance pilot. Follow the experiment →
04 / Maxim Breger
Engineer, architect and founder with 20+ years across FinTech, telecom and distributed systems. I built a B2B technology company and led engineering teams. Today I advise enterprise leaders, investors and founders on AI decisions they can verify.
Human above the loop: people set the direction, budget and acceptance criteria. AI executes within those boundaries.
Based in Israel · About & CV →One decision.
A clearer next step.
Start with an introductory conversation about your main AI or technology decision. From there, a paid Discovery or Assessment produces a technical recommendation, and any long-term advisory or implementation is scoped separately. Scope and pricing on request.
Book a conversation ↗