The August 2026 high-risk obligations are landing whether your foundations are ready or not. Read closely, the Act effectively asks for a knowledge graph: a model registry, articulated lineage, transparency artefacts, and an oversight ontology. We build it.
Most enterprises are reading the EU AI Act as a compliance burden. A list of documents to produce. A registry to keep up to date. That reading misses what the Act actually does.
Look at Articles 11, 12, 13, 14 and 15 together. The Act is asking you to maintain a structured, machine-readable map of every AI system in your organisation: what it is, what it touches, who owns it, what it was trained on, how it behaves under stress, and how a human oversees it. That is a knowledge graph.
Build it as a graph from the start and you do not just become compliant. You become inspectable. You shorten the audit cycle. You make the next regulator visit a generated report rather than a six-week emergency.
The full Annex IV documentation pack. Generated from the graph, not maintained as a separate Word file. Every model has a node, every node has its Article 11 fields populated.
Every input, every inference, every override, every override of an override. Logged into the graph. Retained. Exportable to the regulator on request.
User-facing transparency. Internal model cards. Both generated from the same graph nodes, never out of sync.
Where does a human have to be in the loop? Where can the AI act autonomously? Modelled as a typed relationship in the graph and enforced by the platform.
Test plans, adversarial robustness checks, fallback behaviour. Linked to the model node, dated, replayable.
A single, governed inventory of every AI system in production, its risk classification, its accountable owner, its compliance state. The graph IS the registry.
The fines under the EU AI Act sit alongside GDPR-scale enforcement. Prohibited-practice violations attract penalties up to €35 million or 7% of worldwide annual turnover, whichever is higher. High-risk non-compliance attracts penalties up to €15 million or 3% of worldwide turnover.
For most enterprise clients the financial exposure is significant but not catastrophic. The reputational exposure is the real driver. Being named in the first wave of public enforcement actions is the worse outcome.
We will look at your high-risk inventory and tell you honestly how exposed you are. Book a 30 minute call to start.
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