Managed operations for Gen-AI systems - MLOps, evaluation harnesses, guardrails, cost monitoring and prompt governance across OpenAI, Anthropic, AWS Bedrock and Azure OpenAI.

Move AI from the pilot team to IT operations - with the same rigor we apply to any other production system.
Model-gateway ops, versioning, canary rollouts and rollback for AI components - like any other service.
Automated eval suites for regression detection - plus human-in-the-loop review for subjective tasks.
Prompt-injection defenses, PII controls, content filtering, tool-use limits - configured, tested and maintained.
Trace-level logging, cost dashboards, quality metrics - all per-tenant, per-use-case and per-model.
Periodic adversarial testing of critical AI flows - with remediation and re-test cycles.
Multi-provider architectures (OpenAI / Anthropic / Bedrock / Azure OpenAI) so you can move when it matters.
Explore the adjacent practices we often deliver alongside.
We run the AI platform so your teams can keep shipping features - not firefighting prod.