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Make AI governance part of the product lifecycle.

An AI feature depends on more than its model. EUAIC can help software teams connect intended use, upstream dependencies, evaluation evidence and release decisions in a record that remains useful as the product changes.

AI governance, in practice
DiscoverUnderstand the AI in use
ReviewConsider purpose and risk
GovernAssign owners and oversight
EvidenceKeep the decisions traceable
Illustrative workflow People remain accountable

Define the feature and its intended use.

Record what the feature does, who uses it and which decisions or content it affects. Link the relevant model, API, prompt configuration and data sources where known. Different features in one product may need different review paths, even when they share the same underlying model.

Keep the advertised capability aligned with the approved purpose and tested limits. A change in customer use can matter as much as a change in code.

Understand the value-chain responsibilities.

Identify the roles of the model supplier, application provider, integrator and customer. Article 25 addresses circumstances in which changes or rebranding can alter high-risk provider responsibilities. Do not assume that purchasing an API transfers every responsibility to the upstream supplier.

Document the evidence you receive, the information your customers need and any gaps that affect the proposed use. Confirm important contractual and regulatory questions with appropriate advisers.

Use evidence at the release decision.

Agree which evaluations, limitations, security reviews and operational instructions are needed before a feature is released. Link the decision to the relevant version and record unresolved issues or restrictions. A test result should describe its conditions so reviewers can understand what it establishes.

  • Feature purpose and dependency records.
  • Evaluation context and known limitations.
  • Release conditions and responsible approvers.
  • Customer information and operational handover.

Keep the record current as dependencies evolve.

Supplier model updates, new input sources and revised prompts can change behaviour without a visible redesign of the product. Define which changes require re-evaluation, how incidents reach the product owner and when customer information needs updating.

EUAIC can help scope the governance record and review workflow around your delivery process. Repository, ticketing and deployment integrations require a defined specification; this page does not promise a prebuilt connection to every development tool.

Sources & further reading

Useful answers

Before you take the next step.

Practical details to help you discuss your requirements.

Does integrating an external model remove our obligations?

No. Review the role and intended use of your own system as well as the upstream model. Supplier evidence supports the assessment but does not replace it.

Should every model update trigger the same review?

Use agreed change criteria. Some updates need a focused confirmation; changes affecting purpose, performance assumptions or people may require a fuller reassessment.

Start with the right questions

Tell us what you need to achieve.

Share your current setup, priorities and intended outcome. The Britixo team will help define the scope, responsibilities and next steps.

Discuss your requirementsBritixo MyAccountVerify your email. Send your enquiry. Keep your reference.

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