What features should a continuous LLM red teaming platform provide?

A mature platform should do more than run a fixed set of tests on a schedule. Here's what to look for:

• Automated attack simulation - no manual setup required for each test run

• Large, maintained probe library - broad coverage across attack categories, updated as new techniques emerge

• Prompt injection testing - comprehensive, not just basic injections

• Tool abuse testing - validates that tool-calling behavior can't be manipulated

• MCP security testing - specific coverage for MCP server attack surfaces

• Runtime validation - tests that run against live systems, not just staging

• Scheduled and continuous testing - not just on-demand

• Risk scoring - prioritized findings, not an undifferentiated list of alerts

• Remediation guidance - actionable steps, not just "vulnerability found"

• Compliance reporting - evidence for auditors and stakeholders

• Historical trend analysis - visibility into whether security posture is improving over time

The platform should continuously cover production and pre-production as configurations evolve.

Akto Argus delivers this feature set for homegrown AI applications, running continuous red teaming across agents, MCP servers, and connected tools, and returning prioritized findings with remediation guidance rather than an undifferentiated alert list.