Accuracy and hallucination
Test outputs against expected facts, source material and operational requirements.
Guardrails AI helps government and regulated organisations test AI assistants and document whether they are accurate, safe, secure and fit for purpose.
What we do
Test outputs against expected facts, source material and operational requirements.
Probe system boundaries, instruction hierarchy and resistance to adversarial inputs.
Assess how information is requested, processed, disclosed and retained.
Examine transparency, escalation, oversight and the evidence behind decisions.
How it works
We establish the AI system, its intended use, users, operating context and decision boundaries.
We test against realistic risks, misuse scenarios, policy expectations and known failure modes.
We produce clear findings, supporting evidence and recommendations your team can act on.
Our assurance approach
Our approach combines repeatable automated testing, structured test libraries and human review.
Findings are mapped to recognised UK government guidance, giving teams a clear line from observed behaviour to practical action.
Who we help
Government departments and agencies
Local authorities and public bodies
Suppliers delivering AI into the public sector
Regulated organisations introducing AI assistants
Early engagement
One assistant. One use case. One controlled test environment. Identify the most important risks before release.