Defensible Evidence for AI Deployments Facing European Scrutiny
AIHRIA bridges technical architectures and European regulatory expectations. We conduct independent risk screenings, identify priority risks, and compile audit-ready evidence packs before your system meets external examiners.
Frame phase requires zero initial commitment · Written framing memo delivered within 10 days
Priority Risks
Rigorous triage of algorithmic edge cases, dataset lineage gaps, and sociotechnical vulnerabilities in your model lifecycle.
Evidence Pack
A structured technical dossier containing model cards, logging protocols, and mitigation matrices ready for scrutiny.
Two-Sided Gate
Strict separation between evidence preparation and external verification. We never review our own homework.
European Sovereignty
EU-hosted infrastructure, zero telemetry, no third-party cloud data routing, and absolute client confidentiality.
Frame → Scope → Substantiate → Stand
An institutional trajectory for AI risk governance. Clear boundaries, fixed scopes, and defensible evidence at every milestone—without vendor lock-in.
Light Screening & Priority Risk Framing
We review your system's deployment architecture, data sources, and intended operational context against European regulatory standards and fundamental rights guidelines. We surface immediate friction points and isolate priority risks.
Written Framing Memo & Priority Risk Outline
Full Assessment & Evidence Pack Dossier
A rigorous, multi-vector technical and governance assessment. We evaluate model performance limits, data lineage, edge case behavior, and oversight logs to assemble a comprehensive, defensible evidence pack ready for legal and executive review.
Complete Evidence Pack, Gap Analysis & Mitigation Plan
Technical Remediation & Evidence Compilation
For teams needing hands-on engineering guidance to resolve identified gaps. We establish tamper-evident audit logging, policy guardrails, dataset lineage verifications, and human oversight controls necessary to substantiate the evidence pack.
Substantiated Technical Evidence Dossier & Hardened Operational Logs
Continuous Scrutiny & Regulatory Defense Posture
Regulatory expectations and model behaviors evolve over time. We maintain your audit-readiness as new model weights ship, training datasets expand, or supervisory guidelines shift, ensuring your dossier stands firm under recurring external inquiry.
Periodic Delta Reports, Drift Defense Audits & Updated Risk Registers
Begin with Phase I (Frame)
Start with a structured framing call. Receive your written framing memo within 10 business days before deciding whether to commission a full Phase II Scope.
What You Receive
We deliver verifiable evidence and actionable analysis. Every Scope engagement produces four comprehensive deliverables that survive leadership transitions and legal inquiry.
Priority Risk Register
A prioritized inventory of identified sociotechnical, operational, and algorithmic risks. We evaluate each risk against severity, frequency, reversibility, and affected stakeholder groups.
- Severity classification (Critical, Elevated, Moderate, Monitored)
- Failure mode analysis across edge cases and operational drift
- Fundamental rights risk exposure (non-discrimination, privacy, human autonomy)
- Direct link between identified risks and concrete technical root causes
Screening Findings & Gap Analysis
An article-by-article gap assessment comparing your system's architecture, data management, and operational logging against applicable European AI governance standards.
- Data governance and dataset lineage assessment
- Technical documentation completeness check
- Record-keeping, automatic logging, and traceability evaluation
- Human oversight interface and override mechanism review
Actionable Mitigation Plan
A practical, phased roadmap of technical adjustments, governance controls, and operational workflows designed to remediate priority risks prior to third-party scrutiny.
- Prioritized engineering and architectural recommendations
- Concrete testing criteria to verify risk reduction
- Organizational role assignments and governance milestones
- Defensible rationale for residual risk acceptance where applicable
The Evidence Pack Dossier
A unified, indexed compilation of technical specifications, system architecture diagrams, validation logs, and mitigation summaries formatted specifically for legal counsel and external examiners.
- Executive technical summary for board and legal oversight
- Structured system specification and model inventory
- Verification trail linking requirements to operational evidence
- Exportable in standard PDF and markdown documentation formats
The Two-Sided Gate
An uncompromising structural rule: organizations assemble evidence with specialized assessment partners; independent verification bodies evaluate that evidence. We never combine both sides.
What We Do
We work with your technical leads and legal advisors to investigate system realities, catalog priority risks, and assemble a rigorous evidence pack.
- Deep codebase, logging, and data governance review
- Screening findings and priority risk identification
- Compiling an audit-ready, indexed evidence dossier
- Designing technical risk mitigations and governance controls
Independent Assessment
Notified bodies, external statutory examiners, and supervisory authorities conduct independent review of the submitted dossier.
- •Formal conformity assessments by accredited third parties
- •Statutory market surveillance by European national authorities
- •External legal opinions by qualified members of the bar
- •Institutional stakeholder scrutiny and worker representative audits
Never Coach and Verify the Same Dossier
Any firm offering to prepare your documentation and simultaneously grant an official verification operates under a severe, disqualifying conflict of interest. At AIHRIA, we prepare your evidence to withstand rigorous, hostile external questioning. We do not rubber-stamp our own output.
Request a Framing Session
Every engagement begins with Phase I (Frame): a 30-minute structured discussion and a written framing memo outlining your system's priority risks.
What Happens in Frame Phase
- 01.30-minute technical review with the DAETIS Foundry team.
- 02.Mapping of your system architecture against European risk categories.
- 03.Delivery of a written Framing Memo summarizing screening findings.
This website is self-hosted on a dedicated European Virtual Private Server operated directly by the founder.
- •No third-party analytics, behavioral cookies, or marketing tags.
- •Inquiry submissions are delivered to encrypted founder mailboxes solely to coordinate the requested framing call.
- •Data is stored strictly within the EU and deleted upon written request.