Move models from prototype to production.
With proven rigor, compliance, and zero-incident guarantees—built for VP/Head of Engineering and AI Product Leads who cannot afford model drift, hallucinations, or security breaches.
How TestML Works
5-Pillar Evaluation Framework
Comprehensive assessment across the dimensions that matter for enterprise AI reliability.
Red-Teaming
Jailbreak & prompt injection testing
Data leakage scenario simulation
Adversarial prompt generation
Continuous Monitoring
Automated drift detection in production
Regression testing on every deployment
Real-time decision audit logging
Compliance Ready
GDPR, HIPAA, SOC 2 alignment
Guardrails for regulated industries
Audit trail & explainability
Comprehensive testing across accuracy, robustness, latency, cost, and edge cases
Rapid assessment to accelerate model iteration and deployment decisions
Production incident reduction through continuous drift detection and testing
AI safety and compliance infrastructure for the world's largest organizations
Compliance Guardrails In Action
Define and enforce safety boundaries for your AI agents. TestML validates responses against configurable guardrails—from jailbreak detection to prompt injection filtering—catching violations before they reach production.
{
"guardrail_id": "gd_compliance_medical",
"model": "gpt-4-turbo",
"checks": [
{
"type": "jailbreak_detection",
"severity": "block",
"patterns": ["ignore previous", "pretend you are"],
"action": "reject_with_error"
},
{
"type": "data_leakage",
"severity": "block",
"patterns": ["PHI", "PII", "SSN"],
"redaction": "auto"
},
{
"type": "hallucination_drift",
"severity": "log",
"threshold": 0.15,
"baseline": "prod_baseline_v2"
}
]
}Trusted by CTOs and VPs Engineering
“TestML reduced our AI governance overhead by 60% and gave us the confidence to deploy models into regulated workflows without legal friction.”
“Their red-teaming methodology caught adversarial edge cases our internal QA missed. Saved us from a potential security incident in production.”
“Production drift detection is now automated. We catch model degradation before our customers do. SLA uptime improved by 3 nines.”
“Compliance guardrails are no longer a bottleneck. TestML's HIPAA-ready evaluation framework lets us ship faster without compromising standards.”
Book a technical assessment
Understand your AI system's readiness in 45 minutes. Our experts evaluate your models across safety, performance, and compliance.