Who is SAPIEN for?
Different people use the SAPIEN Framework for different reasons. Find your path.
AI Labs & Model Builders
A pre-release drift gate — catch it before your model ships.
See how →AI Safety Researchers
Reproducible drift benchmarks your methodology can stand behind.
See how →AI Red Teamers
Standardized methodology for AI pen tests that survives vendor pushback.
See how →Product Teams Shipping AI
Measure behavioral drift as a first-class metric alongside latency and accuracy.
See how →Governance & Compliance
A defensible, third-party-validated evaluation methodology you can cite.
See how →Managed Service Providers
Why sycophancy is a billable problem — and how to measure it for your clients.
See how →