Understand the failure.
Before it matters.

Investigating the behaviour, boundaries and failure modes of enterprise AI.

The questions
guiding our work.

Original research and testing insights will appear here as they become available. These are our current areas of focus.

Agent security

What happens when an agent encounters adversarial instructions through a tool, document or integration?

RESEARCH FOCUS

Enterprise AI reliability

How do systems behave when the information they need is ambiguous, incomplete or wrong?

RESEARCH FOCUS

Assurance methodology

What testing evidence is useful enough to support a real deployment decision?

RESEARCH FOCUS

Governance in practice

Do documented controls hold when an AI system is given access to operational tools?

RESEARCH FOCUS

Deployment risk

How do data sources, permissions and integrations change the risk of a deployed model?

RESEARCH FOCUS

Changing system behaviour

Which changes should trigger a new assessment, and how can regressions be identified?

RESEARCH FOCUS

Have an assurance question?

Discuss a system, a failure mode or an area that needs independent investigation.

Talk to Witcher