HIGH-RISK AI SYSTEMS WORKSPACE

Govern the full lifecycle, not merely the classification label.

A high-risk designation is only the entrance to the route. The organisation must still preserve classification evidence, risk management, data governance, technical documentation, logging, human oversight, performance, conformity, deployment controls, monitoring, and incident response.

Demonstration workspace only.

This page does not determine legal classification, conduct conformity assessment, register systems, issue CE markings, notify authorities, or certify compliance.

Lifecycle gates14

Classification through serious-incident and corrective-action response.

Evidence declared0

Gates currently marked as having a declared evidence package.

Independent review0

Gates currently marked as independently reviewed.

Open gates0

Gates with both evidence declared and review declared.

STEP 01 · CLASSIFICATION PATH

Declare why the system may be high-risk.

Classification must remain tied to the actual system identity, intended purpose, product context, Annex pathway, deployment context, and any claimed exception.

Current declared pathUnclear

This declaration has not been validated. It is browser state only and creates no legal classification.

STEP 02 · LIFECYCLE GATES

Inspect each gate, its evidence, failure states, and governed outputs.

14 lifecycle gate(s)
ClassificationTA-14-HR-01
NOT STARTED

High-risk applicability determination

Primary owner: Provider or responsible economic operator

Determine whether the system is high-risk because it is a safety component of a regulated product, falls within an Annex III use case, or qualifies for an applicable exception.

Evidence required
  • System identity and intended purpose
  • Product-sector classification
  • Annex I and Annex III analysis
  • Deployment-context record
  • Exception or exclusion analysis
  • Versioned classification decision
Failure states
  • Intended purpose is undefined
  • System version is not identified
  • Annex analysis is missing
  • Exception is asserted without evidence
Governed outputs
  • Classification record
  • Applicable-role map
  • Exception record
  • Independent-review referral
DevelopmentTA-14-HR-02
NOT STARTED

Risk-management system

Primary owner: Provider

Establish a continuous, iterative lifecycle process for identifying, estimating, evaluating, mitigating, testing, and monitoring risks.

Evidence required
  • Known and foreseeable risk inventory
  • Risk-estimation method
  • Risk-acceptance thresholds
  • Mitigation decisions
  • Residual-risk determination
  • Testing and post-market feedback route
Failure states
  • Risks are described but not evaluated
  • No declared acceptance threshold
  • Mitigations are not tested
  • Residual risk has no accountable determination
Governed outputs
  • Risk register
  • Mitigation record
  • Residual-risk decision
  • Lifecycle review schedule
DevelopmentTA-14-HR-03
NOT STARTED

Data-governance and data-quality controls

Primary owner: Provider

Preserve data provenance, preparation, relevance, representativeness, quality, bias analysis, and known limitations.

Evidence required
  • Dataset identities and lineage
  • Collection and preparation methods
  • Relevance and representativeness testing
  • Bias and gap analysis
  • Data-quality controls
  • Version and change history
Failure states
  • Dataset origin is unknown
  • Training, validation, and testing sets are not distinguished
  • Bias analysis is absent
  • Data changes are not versioned
Governed outputs
  • Dataset admissibility record
  • Data limitation record
  • Bias-evaluation record
  • Version continuity record
DevelopmentTA-14-HR-04
NOT STARTED

Technical documentation

Primary owner: Provider

Create a coherent technical package that demonstrates the system architecture, development process, performance, controls, limitations, and conformity route.

Evidence required
  • System and architecture description
  • Model and data documentation
  • Development methods
  • Performance and limitation evidence
  • Risk controls
  • Change and version history
Failure states
  • Claims cannot be tied to evidence
  • Documentation does not match the deployed version
  • Limitations are omitted
  • Material changes are not recorded
Governed outputs
  • Governed technical record
  • Evidence-to-claim map
  • Versioned architecture record
  • Conformity evidence package
DevelopmentTA-14-HR-05
NOT STARTED

Logging and record-keeping architecture

Primary owner: Provider with deployer responsibilities where logs are controlled

Ensure the system can automatically record relevant events and preserve identity, timing, continuity, integrity, retention, and access.

Evidence required
  • Event taxonomy
  • Logging architecture
  • Timestamp and identity controls
  • Retention policy
  • Integrity and access controls
  • Replay and incident evidence
Failure states
  • Material events are not logged
  • Logs cannot be tied to a system version
  • Time or identity is unreliable
  • Retention is shorter than the declared need
Governed outputs
  • Logging specification
  • Admissible event record
  • Replay-verification record
  • Retention and access record
DevelopmentTA-14-HR-06
NOT STARTED

Transparency and instructions for use

Primary owner: Provider

Provide deployers with enough information to interpret outputs, understand limitations, assign oversight, and operate the system appropriately.

Evidence required
  • Intended purpose
  • Instructions for use
  • Performance characteristics
  • Known limitations
  • Input requirements
  • Maintenance and update instructions
Failure states
  • Instructions omit material limitations
  • Performance claims have no evidence
  • Operator dependencies are undefined
  • Instructions are not updated after material change
Governed outputs
  • Instruction record
  • Limitation record
  • Operator dependency map
  • Change-notification record
DevelopmentTA-14-HR-07
NOT STARTED

Human oversight design

Primary owner: Provider and deployer

Define who can understand, intervene, override, stop, escalate, and accept responsibility for consequential system operation.

Evidence required
  • Oversight-role definition
  • Competency evidence
  • Intervention and stop controls
  • Alert and escalation design
  • Automation-bias safeguards
  • Override and outcome records
Failure states
  • No authorised human is assigned
  • The assigned person lacks sufficient information
  • Stop or override controls are unavailable
  • Intervention outcomes are not recorded
Governed outputs
  • Authority record
  • Oversight route
  • Override record
  • HOLD and ESCALATE record
DevelopmentTA-14-HR-08
NOT STARTED

Accuracy, robustness, and cybersecurity

Primary owner: Provider with deployer operational controls

Declare, test, monitor, and maintain appropriate performance, robustness, resilience, and cybersecurity throughout the lifecycle.

Evidence required
  • Declared performance metrics
  • Validation and test results
  • Robustness testing
  • Cybersecurity controls
  • Failure-mode analysis
  • Corrective-action records
Failure states
  • No declared threshold exists
  • Testing does not match intended use
  • Known failure modes are not bounded
  • Operational degradation is not monitored
Governed outputs
  • Performance baseline
  • Threshold record
  • Failure-state route
  • Post-intervention comparison
Pre-marketTA-14-HR-09
NOT STARTED

Quality-management system

Primary owner: Provider

Bind compliance strategy, design controls, testing, records, responsibility, supplier controls, change management, and corrective action into one governed system.

Evidence required
  • Quality policy and procedures
  • Responsibility matrix
  • Design and development controls
  • Testing and validation procedures
  • Supplier controls
  • Corrective and preventive actions
Failure states
  • Responsibilities are unclear
  • Procedures are not followed in practice
  • Supplier changes bypass review
  • Corrective actions are not closed
Governed outputs
  • Quality-system record
  • Role and authority map
  • Change-control route
  • Corrective-action evidence chain
Pre-marketTA-14-HR-10
NOT STARTED

Conformity assessment, declaration, marking, and registration

Primary owner: Provider and other responsible economic operators

Complete the applicable conformity route before market placement or use, preserve the declaration, marking, registration, and substantial-modification analysis.

Evidence required
  • Conformity-assessment route
  • Assessment evidence package
  • EU declaration of conformity
  • CE-marking record
  • Registration record
  • Substantial-modification analysis
Failure states
  • Assessment route is not established
  • Evidence package is incomplete
  • Registration does not match the system version
  • A substantial modification bypasses reassessment
Governed outputs
  • Conformity decision record
  • Declaration record
  • Registration continuity record
  • Modification reassessment route
DeploymentTA-14-HR-11
NOT STARTED

Deployer readiness and operating controls

Primary owner: Deployer

Confirm that the system is used under instructions, competent oversight is assigned, input data is appropriate, and suspension or escalation routes exist.

Evidence required
  • Deployment-context record
  • Instructions accepted and implemented
  • Oversight assignment
  • Input-data relevance analysis
  • Monitoring plan
  • Suspension and escalation procedure
Failure states
  • Deployment differs materially from intended purpose
  • Oversight is not assigned
  • Input data is unsuitable
  • No suspension pathway exists
Governed outputs
  • Deployment authorisation record
  • Operator readiness record
  • Input suitability record
  • Suspend or escalate route
DeploymentTA-14-HR-12
NOT STARTED

Fundamental-rights impact assessment

Primary owner: Applicable deployer or public authority

Assess affected persons, foreseeable impacts, mitigation, oversight, complaint, remedy, and reassessment triggers before deployment where required.

Evidence required
  • Process and deployment description
  • Affected-person and group analysis
  • Fundamental-rights risk pathways
  • Mitigation and oversight measures
  • Complaint and remedy pathways
  • Review and notification record
Failure states
  • Affected groups are not identified
  • Risks are described without mitigation
  • Complaint or remedy routes are absent
  • Material changes do not trigger reassessment
Governed outputs
  • Impact-assessment record
  • Affected-party evidence map
  • Mitigation route
  • Change-triggered reassessment
OperationTA-14-HR-13
NOT STARTED

Post-market monitoring

Primary owner: Provider with deployer signal inputs

Collect, analyse, and act on operational performance, complaints, incidents, drift, failure states, and corrective-action signals.

Evidence required
  • Post-market monitoring plan
  • Operational performance data
  • Complaint and incident signals
  • Trend and drift records
  • Corrective-action evidence
  • Updated risk-management record
Failure states
  • Monitoring is passive or undefined
  • Operational signals are not analysed
  • Drift is observed but not governed
  • Corrective action does not update the risk record
Governed outputs
  • Operational evidence stream
  • Drift record
  • Corrective-action route
  • Updated outcome determination
Incident or corrective actionTA-14-HR-14
NOT STARTED

Serious incident and corrective-action route

Primary owner: Provider with deployer cooperation

Preserve incident chronology, severity, authority notification, investigation, correction, prevention, closure, and residual risk.

Evidence required
  • Incident identity and chronology
  • Severity assessment
  • Authority-notification record
  • Root-cause evidence
  • Corrective and preventive action
  • Closure and residual-risk record
Failure states
  • Incident timing is uncertain
  • Severity is not assessed
  • Notification duties are not evaluated
  • Closure occurs without residual-risk determination
Governed outputs
  • Incident record
  • Notification record
  • Correction evidence package
  • Closure determination
HIGH-RISK GOVERNANCE ROUTE

Classification must remain connected to execution and outcome.

01

System identity

Identify the exact system, version, intended purpose, actor, and deployment context.

02

Classification

Preserve Annex pathway, product context, listed use case, exceptions, and review.

03

Lifecycle evidence

Bind each duty to documents, tests, logs, owners, dates, versions, and limitations.

04

Conformity and deployment

Establish the pre-market route and the deployer operating conditions.

05

Operational continuity

Monitor performance, drift, incidents, complaints, changes, and corrective actions.

06

Outcome record

Preserve ALLOW, HOLD, DENY, ESCALATE, suspension, reassessment, or withdrawal.

CONNECTED WORKSPACES

Move from high-risk classification into the required evidence routes.

NO ADMISSIBLE EVIDENCE. NO ADMISSIBLE EXECUTION.

High-risk governance is a lifecycle discipline, not a one-time form.

The system must remain identifiable, the evidence must remain current, authority must remain valid, changes must trigger reassessment, and operational outcomes must remain traceable to the rules and records that supported them.

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