# Vaultrex targets a clear enterprise AI security problem

- Link: https://www.directorstalkinterviews.com/vaultrex-targets-a-clear-enterprise-ai-security-problem/4121252097
- Published: 2026-06-01T09:09:00+01:00
- Author: Amilia Stone

AI creates a simple risk for companies: it needs access to data to be useful, but
too much access can expose sensitive information. Vaultrex is presented as a way
to reduce that risk while still allowing organisations to use AI effectively.

The proposal focuses on a practical data protection framework for AI. Rather than
giving AI systems broad access to raw company data, Vaultrex would sit between the
AI tool and the data source. It would decide what the AI is allowed to see, decrypt
only what is needed and keep everything else protected.

Companies want to use AI, but they also need to control legal, operational and reputational
risk. Data protection is likely to remain a key concern as AI is used across contracts,
customer records, financial documents, internal reports and other sensitive material.
A system that helps companies use AI without exposing entire datasets addresses 
a real enterprise need.

The framework starts by classifying data by sensitivity. Information can be grouped
as public, internal, confidential or highly sensitive. This makes it easier to apply
different rules to different types of data. It also reduces the chance that AI tools
are given more access than necessary.

Vaultrex then limits what AI can see at the start. Instead of opening full documents
or databases, the AI first works with metadata, summaries, tags and classifications.
That allows it to find relevant information without immediately viewing the underlying
content. When more detail is needed, Vaultrex uses on-demand decryption. Only the
specific piece of data required for the task is unlocked. The rest remains encrypted.

Semnet provides cybersecurity and infrastructure solutions, including data protection,
AI security, cloud security, risk assessment and managed security services for enterprise
clients.

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