AI data exposure
See where AI systems expose data, memory and credentials.
VUFAY applies the same authorised validation model to AI applications and their supporting data layer, from vector stores and model artefacts to prompts, traces and agent memory.
Validation path
One governed path from external signal to verified decision.
Signals in
- Public internet
- Cloud services
- Code repositories
- AI systems
Authorised scope
- AttributeTie each signal to your organisation and asset.
- ValidateRun bounded checks within policy and approval.
- EvidenceKeep redacted proof and an integrity hash.
- CloseAssign an owner, remediate and retest.
Only verified organisations and assets proceed.
Reachable is not the same as exposed until validation proves it.
Where does it apply?
AI applications, inference endpoints, vector stores, model artefacts, prompts, traces, agent memory and related credentials.
What does VUFAY identify?
How the exposed AI service relates to protected assets, what is reachable and which data or credential category may be affected.
What does the team receive?
A bounded evidence summary, validation level, likely impact, owner and next action without retaining unnecessary source content.
What are the boundaries?
Only verified organisations and authorised assets progress; sensitive validation follows isolated, approval-bound paths.