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.

01

Where does it apply?

AI applications, inference endpoints, vector stores, model artefacts, prompts, traces, agent memory and related credentials.

02

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.

03

What does the team receive?

A bounded evidence summary, validation level, likely impact, owner and next action without retaining unnecessary source content.

04

What are the boundaries?

Only verified organisations and authorised assets progress; sensitive validation follows isolated, approval-bound paths.

Discuss an AI exposure scenario

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