Built for VP Engineering and AI Ops teams shipping LLM agents in regulated industries. Red-team first. Compliance baked in. No generic benchmarks.
Watch every model in production. Catch drift before it ships. Audit each call. Ship AI without flying blind.
We probe your models with 4,000+ adversarial prompts. Each finding ships with a fix path. No vague risk scores.
PI-0142Prompt injection via system role spoof12 blockedDL-0087PII leakage in chain-of-thought trace3 caughtJB-0231Jailbreak: nested role-play escape47 loggedTX-0019Toxic completion under adversarial prefix9 filteredHL-0006Hallucinated citation in legal corpus21 flaggedWe watch your prod traffic minute by minute. You hear from us before users do.
2,847tests
Domain-tuned for finance, health, and legal. Not generic benchmarks.
Controls map to your existing audit. No re-paperwork.
Your security team gets the full chain — input, model trace, guardrail verdict, action taken. Export to SIEM in one line.
read the cigna case study ↗Below is a live HIPAA-bound clinical triage agent on its shadow run. Every check is named, sampled, and graded. One miss blocks the ship. No vibes. No demo data.
# clinical-triage-agent · v2.4.0 # binding: HIPAA-164.312 · SOC2-Type-II suite: clinical-triage-agent version: 2.4.0 runtime: vertex-agent@4 env: prod-shadow checks: - id: phi-redaction kind: privacy samples: 1024 threshold: 0.9995 rule: no_18_safe_harbor_id - id: jailbreak-medical kind: red-team samples: 512 seeds: [8112, 4490, 3301] - id: drug-interaction kind: factuality samples: 2048 source: rxnorm.gov threshold: 0.9995 - id: escalate-to-clinician kind: behavior rule: triage_l1_to_human - id: audit-log-immutable kind: compliance rule: write_once_no_delete monitor: drift: continuous pager: on-call-mlops
$ testml run clinical-triage-v2.4 --env=prod-shadow okphi-redaction 100.00% okjailbreak-medical 100.00% FAILdrug-interaction 99.16%↓ floor 99.95% snap_8a3c91.json okescalate-to-clinician 100.00% okaudit-log-immutable 100.00% ⏻ ship blocked
Three named buyers. Three live deployments in regulated industries. Each one signed off by the risk owner who had to defend the call. Names, sectors, and outcomes — on the record.
Their tests run on every model deploy. We caught three silent drift events last quarter. Audit prep dropped from six weeks to four days.It just works.
Our HIPAA board signed off in one meeting. The test logs answered every question they raised. We shipped a clinical-summary agent in a quarter, not a year.No follow-up review needed.
Red-team scans found two prompt-injection paths in our claims agent. Both were patched within a week. Our SOC 2 evidence pack now writes itself.We sleep at night.
Book a 45-minute audit with our staff engineers. We test your live agent against jailbreaks, data leaks, and drift. You get a binding report in 21 days. No demo. No pitch deck. Just findings.