Responsible AI

Use AI where it creates value—and govern the risks it introduces.

Responsible AI should cover use-case selection, data, models/providers, evaluation, access, human oversight, deployment and monitoring.

01Responsible AI principles

  • Human agency

    Body
    Preserve meaningful human control for high-impact or irreversible decisions.

  • Privacy & data governance

    Body
    Use data lawfully, minimize unnecessary data and control access.

  • Security

    Body
    Address prompt injection, tool abuse, data leakage and non-human identity risks.

  • Transparency

    Body
    Make material AI use visible where appropriate.

  • Evaluation

    Body
    Test representative tasks and failure modes before production.

  • Fairness

    Body
    Assess material bias/unequal impact where the use case creates those risks.

  • Reliability

    Body
    Use monitoring, fallbacks and escalation appropriate to the use case.

  • Proportionality

    Body
    Increase controls as potential harm and autonomy increase.

  • Accountability

    Body
    Assign business and technical owners.

02Illustrative AI risk tiers

    • Drafting assistance
    • Non-sensitive summarization
    Level
    Low
    Controls
    • Basic review
    • Approved tools
    • Enterprise search
    • Customer-service assistance
    • Code assistance
    Level
    Moderate
    Controls
    • Access control
    • Evaluation
    • Human review
    • Monitoring
    • Material decision support
    • Agents executing sensitive actions
    Level
    High
    Controls
    • Formal risk assessment
    • Stronger evaluation
    • Least privilege
    • Human authorization
    • Audit trail
    • Legal review

03AI lifecycle controls

  • Use-case assessment
  • Data/privacy assessment
  • Provider/model review
  • Security threat model
  • Evaluation plan
  • Human-oversight design
  • Deployment controls
  • Monitoring and incident handling
  • Periodic re-evaluation
  • Retirement/change management

04Prohibited/restricted uses

Review required

High-impact AI use requires explicit assessment.

Fuchsius reviews AI uses that could materially affect people, sensitive data, security or consequential decisions before design or deployment. Controls and approval requirements depend on the specific use case.

Discuss an AI use case

This document is a draft framework provided for review. It is not legal advice, and it must be confirmed against actual Fuchsius operations and applicable law before publication.