NotJustAny.Tech

AI product studio

The borderline

Agentic where it pays.
Deterministic where it doesn't.

We build products for industries where being wrong is expensive — medical devices, defence, tax. Agents make the knowledge in those industries reachable; ordinary code makes it affordable. The work is knowing exactly where the line falls.

98%

lower cost to run the same regulated workload.

Pure-agentic €10–16 per company → hybrid €0.20–0.32 · same task · VanguardAI

One method, three regimes

  • The whole route from intended purpose to CE mark, scoped to one device: 116 sequenced activities, 275 templates, 39 processes, a standards traceability matrix. The route is deterministic — a fixed sequence, every step carrying its article. The agent reads, scopes and drafts around it.

    MDR 2017/745IVDR 2017/746ISO 13485
  • Two modules for defence, built with our commercial partner Normark Defence and shipped as Normark VanguardAI: Export Control Assist for navigating export regulation, Market Intelligence Analysis for reading the market in real time. Control lists and licence logic stay deterministic — the same answer every time, with an audit trail behind it.

    Export controlCopenhagen
  • An invoice correctness layer for EU tax firms and companies. 47 deterministic rules, each tied to a paragraph of Austrian UStG, check the tax treatment — reverse charge, right rate, intra-EU, margin schemes. Every verdict resolves against a registry: VIES, GISA, TEDB, ECB. The agent classifies, then runs the correction loop: draft, send, chase, supersede.

    47 UStG rulesVIES · GISA · TEDBAustria → EU