Questions
AI security: your questions answered
Brief answers, each tied to a source, on securing AI and using it safely, for UK security and business teams.
Last reviewed against NCSC, Department for Science, Innovation and Technology and OWASP GenAI Security Project. Sources
For the wider picture start at the home page; for ordered steps go to the practical plan.
Quick answers
Questions people ask
What is AI security?
It means protecting the AI systems you build or use, and using AI safely to support defence[3]. The government's code of practice treats AI security as a subset of cyber security[6].
What are the main AI security risks?
The NCSC points to prompt injection, data poisoning, hallucinations and bias[2]. OWASP's 2025 list ranks prompt injection first and sensitive information disclosure second[8].
Can prompt injection be fixed?
Probably not completely. The NCSC says today's models keep no firm line between instructions and data, so the goal is lowering likelihood and impact[1]. Some use cases may not tolerate what is left[1].
Is there UK guidance on securing AI systems?
Yes. The government published a voluntary AI cyber security code of practice with 13 principles on 31 January 2025[5]. The NCSC has published guidelines for secure AI system development[7].
How many UK organisations are using AI?
The 2025/2026 government survey counted 31% of businesses, and a quarter of charities, as using AI, adopting it or considering it[10]. Among businesses using or adopting AI, 24% had cyber security practices for AI-related risks[10].
What is shadow AI?
It is staff using AI tools the organisation has not approved. The NCSC advises understanding why they do it so the risks can be managed[3].
Should we use AI in our security operations?
The NCSC encourages using AI to strengthen defences and notes that suppliers already use it to find and fix vulnerabilities[3]. Output should still be checked, because AI models can produce confident but wrong answers[2].
Do products that block prompt injection work?
The NCSC advises scepticism towards vendors who claim to stop prompt injection, and says deny-lists can be rephrased around[1]. Favour suppliers who show how they reduce the risk.
Keep reading
Read next
Risks
The AI security risks UK organisations face, from prompt injection to data exposure and over-broad access, with NCSC and OWASP evidence.
Read the guide
Plan
A practical AI security plan for UK organisations: inventory, least privilege, human approval, logging and ownership, drawn from NCSC advice.
Read the guide
Controls
AI security controls UK organisations can apply now: inventory, least privilege, approval, logging and ownership, from NCSC and OWASP guidance.
Read the guideHow CyPro can help
Need a hand planning for this?
Understanding the change is one job. Working out what it means for your systems, your suppliers and your roadmap is several more. CyPro's consultants can take any of them on.
Fractional CISO for the board
A senior security lead who advises the board on what to fix first, what to accept and what to tell customers, and owns the decision record.
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Hardening and segmentation
Our consultants put the controls in place that limit the damage when something is missed: firewall rules, network isolation and tighter admin access.
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Penetration testing
A focused test of your systems and the controls around them, so you know they hold before an attacker finds out for you.
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Vulnerability scanning
Find every internet-facing system you run, including the forgotten ones, and see which are still on a vulnerable build.
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24/7 security monitoring
Our SOC analysts watch your systems day and night for the signs of an attack in progress: unexpected processes, new outbound connections, logins that do not fit.
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Incident response
If you may already be compromised, our responders contain it, preserve the evidence, find out what was touched and get you running again safely.
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Plan ahead
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AI security starts with knowing which tools are in use, who owns them and what they can reach. CyPro can help set the governance, accountability and controls around that.