[ 06 · Managed AI Operations ]
Round-the-clock monitoring, incident response, model tuning, and quarterly reviews — by the team that built the system. Your AI keeps working; your engineers keep building.
When the operation matters, We run it. You scale.
Round-the-clock operation and improvement of your AI — monitoring, incident response, model tuning, and audit reviews, all run by the team that built the system.
Four areas of work that make up this engagement. Each one is delivered by senior engineers — no junior staffing tricks, no offshore handovers.
24/7 monitoring
Constant watch over AI performance, costs, and health. Pages routed by severity, with response times that match how critical your operation is.
Continuous tuning
Models drift. Operations change. We keep evaluating, retraining, and improving — through your release process, on your timeline.
Audit reviews
Monthly reviews of every decision the AI made. We surface anomalies before regulators do and keep your audit trail clean as your system evolves.
Quarterly check-ins
Every quarter we review what is working, what is drifting, and what needs to change — and propose updates before they become problems.
A fintech needed AI operations that would not go quiet at 2am on a Saturday.
Their in-house team was on call but did not have the depth to debug a model issue at 2am. Two near-misses in a quarter. The CTO wanted real coverage.
Four phases. One engagement.
A typical engagement runs four phases — from first audit to steady-state operations. The shape stays the same, the timing flexes around your reality.
- Phase0101 / 04
Onboarding
Weeks 1–4Set up runbooks, align on-call rotations, tune monitoring, and run a rehearsed incident drill.
- Phase0202 / 04
Steady-state
Ongoing24/7 monitoring, weekly health reviews, monthly audits, quarterly architecture reviews.
- Phase0303 / 04
Incident Response
As neededSeverity-tiered paging, status updates, post-incident reviews within five business days.
- Phase0404 / 04
Roadmap Partner
OngoingWe stay in your roadmap conversations. New models, new regulations, new scale — we are at the table when those decisions get made.
Each service stands alone — but the architecture flows naturally into engineering, engineering into infrastructure, and so on. These are the most common pairings.
Engage with us
Build with the team behind it.
If your team needs senior engineers embedded for this work, talk to us. We staff small teams of senior engineers — no juniors, no offshore handovers.
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