Built by Monney / Governance
Innovation needs guardrails.
Building with AI and governing AI are the same skill applied in two directions. Knowing how these systems are built is what makes the risk assessment credible.
Experience and areas of focus
AI security assessments
Reviewing how a system handles data, access, and model behavior before it reaches production.
Third-party AI risk
Understanding what a vendor's model actually does with your data, and what happens when it fails.
AI security questionnaires
Translating vague vendor answers into an accurate picture of exposure.
Vendor assessment
Structured evaluation of capability, controls, and contractual commitments.
Responsible AI
Practical guardrails: intended use, human review, escalation, and documented limits.
Privacy
Data minimization, retention, and purpose limitation applied to AI-enabled workflows.
Security
Access control, logging, and monitoring around model-driven systems.
Data governance
Provenance, quality, and ownership of the data a system depends on.
Model risk
Where the model can be wrong, how that would be detected, and who owns the outcome.
SOC report review
Reading control reports for what they exclude as much as what they cover.
Applied Governance
AI Vendor Security Assessment
A neutral summary of applied assessment work. Vendor identities, documentation, and findings remain confidential. Nothing here is legal advice.
Objective
Evaluate an AI-enabled vendor's security, privacy, governance, and data protection practices.
Artifacts Reviewed
- AI Security Questionnaire
- Privacy documentation
- SOC 2 report
- Product documentation
- Available supporting or interview responses
Areas Assessed
- Data handling
- Model and data protection
- Access controls
- Privacy
- Security controls
- Third-party risk
- AI governance considerations
Output
Management-focused AI Security Assessment identifying strengths, gaps, risks, and recommendations.
Governance is not the opposite of speed.
The organizations that move fastest are the ones that already know what they will and will not allow. Clear limits remove the debate from every individual decision.