Questions
Prompt injection: your questions answered
Short, sourced answers to the questions UK security and business teams raise about prompt injection and the AI tools they use.
Last reviewed against NCSC (UK), OWASP Gen AI Security Project and UK Government (DSIT). Sources
For the bigger picture start at the home page; for what to change first, go to the risk reduction plan.
Quick answers
Questions people ask
What is prompt injection?
It is an attack where an input is crafted to make an AI model behave in an unintended way[3]. The results can include leaking confidential information or triggering actions in systems that accept unchecked input[3].
Can prompt injection be fixed?
Not completely, according to the NCSC. SQL injection can be properly mitigated, but language models do not enforce a boundary between instructions and data, so a complete mitigation may never be possible[1]. The practical aim is to make attacks less likely and less damaging.
What is indirect prompt injection?
It happens when a model reads external content, such as a web page or a file, that contains instructions it then follows[4]. The user typing the request is not the attacker.
What is the difference between prompt injection and a jailbreak?
OWASP describes jailbreaking as a related form in which the attacker aims to make the model disregard its safety protocols entirely[4]. Prompt injection is the wider term for input that changes a model's behaviour in unintended ways.
Was Microsoft 365 Copilot affected by a prompt injection flaw?
Yes. Researchers at Aim Security found EchoLeak, CVE-2025-32711, which let a crafted email lead Copilot to leak data without any user action[7]. Microsoft said it was fully addressed and no customer action was necessary[7].
What is the lethal trifecta?
Simon Willison uses the term for an AI agent that has access to private data, is exposed to untrusted content and can communicate externally[6]. An agent with all three can be tricked into stealing data, and his advice is to avoid the combination[6].
Are AI browsers safe to use at work?
OpenAI says prompt injection is unlikely to ever be fully solved and that agent mode in ChatGPT Atlas expands the security threat surface[9]. Its advice includes limiting logged-in access and reviewing confirmation requests[9].
Do filters and guardrails stop prompt injection?
Not reliably. The NCSC warns against deny-listing phrases because attackers can rephrase them endlessly[1]. It also advises being sceptical of products that claim to stop prompt injection[1].
What should a UK organisation do first?
List the AI tools in use and what each can read, see and do, then limit the riskiest combinations. For anything that handles outside content, the NCSC advises lowering the access it holds[1].
Keep reading
Read next
Am I exposed?
A checklist for UK organisations: which AI tools read outside content, hold private data or can act, and so could be manipulated by prompt injection.
Read the guide
Reduce the risk
The NCSC's four areas of advice for prompt injection, with practical limits on privileges, approvals and logging for UK organisations.
Read the guide
What it is
Prompt injection explained: how crafted input changes an AI model's behaviour, why it differs from SQL injection and what the NCSC advises.
Read the guideHow CyPro can help
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Prompt injection cannot be patched away, so the useful question is how far a manipulated tool could reach. Testing your AI-connected systems the way an attacker would shows where the limits on data and actions need tightening.