Customers

They shipped. Nothing caught fire.

Fintechs, healthcare platforms and developer tools use Probe to get AI features past security review and keep them safe once they're live.

Fintech · 2,400 employees

Halcyon/Pay launched an AI dispute assistant to 3M users in six weeks.

The assistant could read transaction history and draft chargeback claims, which made it a prime target. Probe Red Team found 31 high-severity issues before launch, including an indirect injection hidden in merchant descriptors. Guard now blocks around 4,000 attack attempts a week.

“The Probe report was the first AI document our CISO signed without a follow-up meeting.”

6 wks
from pilot to production
31
high-severity findings fixed pre-launch
0
customer-facing AI incidents since
Healthcare · Kestrel Health

PHI redaction that passed a HIPAA audit on the first try.

Kestrel's clinical note summarizer runs through Guard in their own VPC. Patient identifiers are masked before any model sees them, and Trace exports the audit evidence.

99.7%PHI recall
0audit findings
Dev tools · ORBITAL

Caught a tool-call injection three pentests missed.

ORBITAL's coding agent can open PRs. Probe's agent attacks showed a README could instruct it to exfiltrate env vars. Fixed in a day, now a permanent eval.

1 dayto fix
212agent evals in CI
AI SaaS · mosaic.ai

Swapped models twice. Zero surprises.

mosaic.ai moved between three providers to cut cost. Probe Evals diffed 8,000 cases per switch and flagged the exact prompts that regressed.

41%lower model spend
8kcases per diff
Your turn

Bring one real prompt. We'll break it on the call.

Every demo includes a live red-team pass against a prompt or endpoint you choose. Most teams see their first finding in under ten minutes.

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