Comparing LLM security scanners and detection tools.

Practitioner comparisons of LLM security scanners. Garak, PyRIT, promptmap, vendor LLM-specific scanners — coverage gaps, false-positive profiles, integration cost, and the cases where 'best' depends on what you're actually defending.