The classic trap
Recital 123 grounds the ex ante conformity assessment obligation for high-risk AI systems (Articles 43 and 47). In practice, organisations developing or deploying AI for HR scoring, credit rating, medical triage or biometrics discover too late that they qualify as providers under the AI Act and must produce an EU declaration of conformity, CE marking and full technical documentation before any market placement. The EU AI Office and national market surveillance authorities (Luxembourg designation pending) will demand these proofs from the high-risk obligations entry into force (August 2026), with sanctions up to EUR 15 million or 3% of global turnover for Article 16 non-compliance.
The evidence to assemble before market placement
- Annex IV technical documentation (architecture, training data, performance metrics, known limitations).
- Documented and iterative Article 9 risk management system.
- Article 10 data governance (representativeness, bias, training and test set quality).
- Article 12 automatic logging (traceable technical logs).
- Article 13 instructions for use addressed to the deployer.
- Article 14 technically demonstrable human oversight.
- Measured Article 15 robustness, accuracy and cybersecurity.
- Article 17 quality management system (procedures, responsibilities, testing).
The trap: most Luxembourg data science teams build a performant model then attempt to reconstruct this documentation afterwards. That logic fails because design choices (feature selection, exclusion of sensitive variables, decision thresholds) are no longer traceable.
How Luxgap automates this risk
Our Luxgap AI Conformity Forge turns your MLOps pipeline into a machine that automatically produces the EU declaration of conformity and the Annex IV technical file, continuously, from the very first code commit. The tool plugs natively into GitLab, GitHub, Azure ML, Databricks, MLflow, Vertex AI and SageMaker to capture every experiment, every versioned dataset and every deployment, then rebuilds on the fly the proof chain required by Articles 9 to 15.
- Automatically detects when an AI project shifts to high-risk category per Annex III, as soon as an HR, credit, education or biometric use case is committed to the repo.
- Generates the Annex IV technical file pre-filled from MLflow metadata, datacards and model cards, without manual re-entry.
- Continuously measures bias indicators (parity, equal opportunity, calibration) across protected subgroups and alerts on Teams as soon as a threshold drifts.
- Verifies the presence of Article 12 logs in the production stack (ELK, Datadog, Azure Monitor) and blocks deployment if traceability is incomplete.
- Produces a cryptographically sealed timestamped PDF report, enforceable against the market surveillance authority and the EU AI Office during an inspection, demonstrating Article 43 conformity assessment.
- Pre-fills the Annex V EU declaration of conformity ready for the provider to sign.
Available as a complement to a Luxgap DPO or CISO mandate or as a dedicated SaaS module depending on your scope. Request a personalised quote and our teams prepare a demonstration on your actual MLOps pipeline, with a free 48-hour blank audit to measure your AI Act compliance maturity before any engagement.
