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Managed Services

Managed Services · Sub-service

AI Ops & Model Monitoring

Monitor latency, cost, quality drift, and safety signals for production AI.

Summary

Monitor latency, cost, quality drift, and safety signals for production AI.

Problem

What teams are stuck with

Model quality decays as data and prompts change; nobody notices until users complain.

Token spend surprises finance at month end.

Offerings

What we deliver

  • 01

    AI observability stacks

  • 02

    Drift and eval monitors

  • 03

    Cost anomaly alerts

  • 04

    Provider failover playbooks

  • 05

    Weekly quality reports

Approach

How we work it

Dashboards for quality, cost, and latency with alert thresholds.

Periodic eval reruns against gold sets.

Runbooks for provider outages and quality drops.

Outcomes

What good looks like

  • Early detection of quality regressions
  • Predictable AI spend
  • Faster incident response for AI paths

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