Governance insight

OWASP LLM Top 10: what enterprise buyers actually need

Security frameworks only become useful when they produce visible controls inside the workflow. Buyers do not need a badge. They need inspectable action limits, approval paths, and evidence.

Translate risks into gates

High-risk actions should never rely on model confidence alone. Add approval and policy layers where the cost of being wrong is material.

Translate risks into evidence

Every important action should leave a trail showing input, context, reasoning summary, tool usage, reviewer, and final outcome.

Translate risks into scope limits

Agents need explicit bounds for tools, destinations, data classes, and execution modes so failures stay contained.

What an enterprise review packet should show

  • Risk points in the workflow and what type of control protects each one
  • What actions remain autonomous and what actions require human approval
  • How prohibited behavior is tested before release and monitored after launch
  • What evidence operators and reviewers can inspect during exceptions or incidents