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
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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.
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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.
normarkvanguardai.com (opens in a new tab) Normark Defence (opens in a new tab)
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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.
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