The calibration of the AI Methodology when the transformation perimeter requires sovereign control on weights, infrastructure and data. Open-weight models hosted on closed environments inside European jurisdictions, with EU AI Act compliance, GDPR-native posture, signed audit trail end-to-end, and full operational reversibility.
The AI Privacy First domain is the calibration of the AI Methodology when the transformation perimeter sits inside a regulated sector, a sensitive intellectual property estate, or a jurisdiction that requires explicit sovereign control on the inference loop. Banks, insurers, public administrations, healthcare, defense, research labs.
The domain traverses all three phases of the methodology. Phase 1 — data classification map, regulatory exposure, risk model under the EU AI Act, infrastructure baseline. Phase 2 — selection of the open-weight family, deployment topology (private cloud, on-prem, air-gap), guardrail rules, retention policies. Phase 3 — system in production, signed audit trail, quarterly contractual KPIs on regulatory coverage, periodic compliance review.
Sovereign control rests on four operational pillars: the model, where it runs, how the inference is protected, how every action is recorded. Each pillar is configured with the client and signed by the Business Partner.
Frontier-class open-weight families — Llama, Mistral, Qwen, DeepSeek, Granite, EU-native research releases — selected on benchmark, language coverage, vertical fine-tuning, license fit. Weights stay inside the client's infrastructure for the full lifecycle.
Three deployment topologies: private European cloud with guaranteed residency, on-prem inside the client's datacenter, air-gap for the most sensitive perimeters. The choice depends on data classification and risk profile.
Encryption at rest and in transit on every layer, key management inside the client's HSM, isolated tenancy, declared retention policies on prompts and outputs. Inference logs follow the same regime as the data they touch.
Every prompt, every output, every model version, every guardrail decision recorded in a signed log. The client owns the log. The Business Partner counter-signs the release. The regulator can read it.
The European regulatory perimeter on AI rests on four overlapping frameworks. The AI Privacy First domain is built to satisfy them together, with documented controls and traceable evidence at each release.
Risk classification of every use case, technical documentation per Annex IV, conformity assessment for high-risk systems, post-market monitoring. Every release carries its risk profile.
Lawful basis declared per processing, data minimization enforced at the prompt level, retention policy per pipeline, DPIA executed before go-live. Subject rights operable from day one.
Operational resilience and cyber-security posture aligned to the directives applicable to financial entities and essential service operators. Incident reporting workflow, threat-led testing, supplier due diligence.
AI management system and information security management system as standing reference. Certification path supported, control library mapped to client's existing audit cadence.
Choice of topology depends on data classification, regulatory exposure and operational maturity of the client. The Business Partner walks the client through the trade-offs and signs the recommendation.
Deployment on hyperscaler regions inside the EU with guaranteed residency, sovereign controls, EU-only operator access. Suited to most enterprise perimeters where the data classification permits it.
Inference cluster installed inside the client's own infrastructure, integrated with existing identity and observability, operated under the client's runbook. Suited to regulated estates and core systems.
Isolated network, manual or one-way data ingestion, hardware-rooted attestation. Reserved to defense, intelligence, critical infrastructure or research perimeters that require absolute isolation.
Open-weight model deployed on the chosen topology, integrated with the client's identity, observability and incident management. Operated end-to-end inside the European perimeter.
Annex IV technical documentation, DPIA, ISO 42001 control library, signed evidence of every conformity check. Ready for regulator review.
Cryptographically signed log of every prompt, every output, every model version, every guardrail decision. Owned by the client. Counter-signed by the Business Partner.
Quarterly measurement of regulatory coverage as KPI 04, plus operational metrics: inference latency, retention adherence, key rotation, guardrail-trigger rate. The client sees the posture every day.