Evaluation & reliability

Evaluation harnesses and observability so models stay reliable as data, users, and policies shift.

Book a reliability consult

What we monitor

  • Latency, cost, and throughput
  • Quality drift and regression risk
  • Safety, red-teaming, and incident response

What we deliver

  • Evaluation datasets and scoring rubrics
  • Automated regression tests and release gates
  • Monitoring dashboards with alerting
  • Runbooks for incident response and rollback

Engagement flow

  1. Model risk assessment and eval design
  2. Instrumentation and monitoring rollout
  3. Governance alignment and training

Best for

Teams already shipping AI who need it to be dependable at scale.

Support and ops teams

Protect response quality and compliance as usage grows.

Product leaders

Ship model updates without breaking the user experience.

Security & governance

Maintain auditability, rollback plans, and incident response readiness.

Avicenna AI Brief

Weekly operator-grade updates on releases, funding, and governance. Practical, no hype.