The classic trap
Article 90 targets providers of general-purpose AI models (GPAI). The trap is not the alert itself, but what it triggers: a qualified alert from the scientific panel lets the AI Office (EU AI Office, Brussels) immediately activate its assessment and information-gathering powers under Articles 91 to 94. Many providers still believe the systemic risk threshold of Article 51 (high-impact capabilities, > 10^25 FLOP of training) is a distant debate. In reality, the scientific panel can trigger the procedure on its own initiative, with no prior complaint, and the provider must then produce, under pressure, documentation it has often never structured.
What you must be able to produce within 72 hours
A qualified alert requires an identified point of contact and the ability to respond fast. If you provide, integrate or fine-tune a GPAI model, prepare these elements before the alert, not after:
- A named, reachable GPAI point of contact, declared to the AI Office.
- Documented estimation of training compute (cumulative FLOP) to position the model against the Article 51 threshold.
- Adversarial evaluations and red-teaming performed on systemic risks (cyber-offensive, CBRN, loss of control).
- Serious incident tracking and reporting under Article 55.
- Technical documentation (Annex XI) and Union-level risk mitigation measures.
- Traceability of data sources and copyright compliance (public training summary).
How Luxgap automates this risk
Our Luxgap GPAI Alert Shield turns the panic of a qualified alert into a ready-to-use response file. The tool continuously monitors your training and inference pipelines (MLflow, Weights and Biases, Hugging Face Hub, Azure Machine Learning, AWS SageMaker, Vertex AI) to compute your Article 51 threshold exposure in real time and consolidate the evidence expected by the AI Office, without asking your data scientists to fill in a single form.
- Automatically computes cumulative training compute in FLOP from your MLflow and SageMaker logs, and alerts as soon as you approach the Article 51 systemic risk threshold.
- Collects and timestamps red-teaming and adversarial evaluation reports from your pipelines to build opposable mitigation evidence.
- Generates a qualified-alert response file preformatted to Article 90(3), including point of contact, relevant facts and mitigation measures.
- Detects in real time any production deployment of a new model that crosses the thresholds, via an instant Teams or Slack alert.
- Produces a timestamped, cryptographically sealed PDF report, opposable to the AI Office during an assessment under Articles 91 to 94.
Available as an add-on to a Luxgap DPO or CISO mandate or as a dedicated SaaS module depending on your scope. Request a personalised quote and our teams will prepare a demonstration on your real pipelines, with a free blank audit within 48h to measure your Article 51 threshold exposure before any commitment.
