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

AI applications and services

Identify exposed AI applications, inference endpoints and supporting services linked to protected assets.

02

Vector and model data

Validate whether vector collections, model artefacts or related metadata are reachable without retaining unnecessary source data.

03

Prompts, traces and memory

Recognise exposed workflow variables, prompt content, traces and agent memory as data risk, not just infrastructure findings.

04

AI credentials

Confirm credential identity and likely blast radius through isolated, approval-bound validation paths.

Discuss an AI exposure scenario

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