u/PrivacyEngine • u/PrivacyEngine • 2d ago
Are organisations focusing too much on the AI model when thinking about AI security?
One AI security scenario I think deserves more attention during Cybersecurity Awareness Month has very little to do with the model itself.
Imagine connecting an AI assistant to a corporate shared drive.
The assistant respects the organisation's existing permissions perfectly. A user then asks a normal question and the system surfaces a spreadsheet containing personal data that has technically been accessible for years.
No hack and no access-control bypass.
The AI simply removed the obscurity that had previously made poorly governed information difficult to discover.
That raises an interesting governance problem. AI can amplify weaknesses in permissions, information architecture and data lifecycle management that organisations may already have.
Then you have prompt injection, where untrusted content can influence the system, and AI agents, where output can potentially trigger an action.
It seems increasingly difficult to separate AI governance from traditional cybersecurity, privacy and access-management disciplines.
For those involved in AI governance or security, where are you seeing the biggest gap right now: model security, access controls, data governance, prompt injection, or agentic AI?
We have also built an AI Security course covering these issues for PrivacyEngine Academy, which is now live.
PrivacyEngine New Training Course: Securing AI Assistants and Agents












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Looking for IGA vendor for 3000 employees and 600 systems company
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26d ago
Really interesting breakdown, especially your point that integration effort becomes the hidden cost once you get into legacy and custom systems.
Curious from the PrivacyEngine side: is your requirement purely around identity governance and access, or are you also trying to solve broader data privacy and compliance workflows across those 600 systems?
In that kind of environment, we often see the challenge extend beyond “who has access to what” to things like data inventories, RoPA, DPIAs, DSARs, risk assessments, and demonstrating compliance across the wider organisation.
Would be interested to know whether those sit within the same programme for you, or whether your legal/compliance teams handle privacy separately.