Real-time telemetry
Monitor annotation velocity, consensus drift, and specialist performance live as campaigns run.
Infrastructure / Ployos Engine
The operating system
for AI data.
Purpose-built infrastructure to orchestrate, validate, and deliver high-fidelity training data at scale. The Ployos Engine powers the world's most rigorous data pipelines.
Dataset branching
Treat data like code. Branch, merge, and rollback dataset versions to manage complex instruction-tuning pipelines safely.
Air-gapped security
Built for enterprise compliance. Dedicated VPCs, zero-retention policies, and strict access controls via the Expert Sieve.