Know what AI you're running. And what data feeds it.

The framework
Contextuary Advisory

Two days on one product — then you decide which of the three rungs you need. Assess first, then implement.

Find it Know what AI you're running, what data reaches it, and where the gaps are — against the EU AI Act and ISO/IEC 42001. AI Discovery & Readiness Assessment ★ Flagship
Design it Not a list of what's wrong — a design for how context is governed, and who decides. Context Architecture & Governance Design
Keep it The inventory stays current and the evidence chain stays legible — because both decay by default. Governance Retainer

Most advisors hand you a policy document nobody can act on. Most technical people can act but don't speak compliance. I do both.

Most AI governance stops at what people report — and people report what they remember. After eight years building software in regulated environments, I know where AI quietly accumulates, and what questions actually surface it.

Who you'd work with

Martin Hübner

AI Inventory & Data-Flow Governance

Engineering depth, not a policy PDF: I find the systems nobody declared, govern what data reaches them, and build the evidence chain you can put in front of an auditor. I assess it, then I implement it.

Eight-plus years building production software, much of it in regulated environments — insurance, finance, enterprise — where reliability and traceability were never optional. The last years went into applied AI: LLMs in production, and the governance that lets you prove what data reaches them.

The person who assesses it is the person who builds it — nobody should buy an implementation before the gaps have names.

Focus
AI Inventory · Data-Flow Governance · Evidence
Experience
8+ years senior engineer & tech lead
Sectors
Insurance · finance · enterprise
Based
Hamburg, DE · Remote
Languages
English · Deutsch
Ways in

Where to go next.

Three doors: the offer in detail, the decisions behind it, and the field guides in preparation.

Contact

Let's find out what you're actually running.

Start with two days on one product or one department: what AI is in use, what data it reaches, and what you'd need to put in front of an auditor. Then decide whether the full readiness assessment is worth it. Or just send a note.

contact@martinhuebner.me Hamburg, DE · Remote English · Deutsch