Rivac LabsAIOps & Automated Anomaly Detection
AI systems throw off more telemetry than any team can watch continuously, and by the time a human notices something's off in a dashboard, it's usually already user-facing. This service builds automated anomaly detection across the operational signals of your AI systems and wires up self-healing responses — auto-restart, auto-rollback, traffic rerouting — for known failure patterns, so a real share of issues resolve before anyone gets paged. It's for teams whose operational load scales linearly with every model or pipeline they add, and who need that curve to bend. The result is an ops layer that absorbs routine failures automatically and reserves human attention for what actually needs it.
How We’d Approach This
A clear, staged plan — not a black box
- 1
Diagnose the operational telemetry currently collected across AI systems and where anomalies are going undetected.
- 2
Pilot anomaly-detection models and one or two self-healing responses on the highest-volume system to validate accuracy.
- 3
Review detected anomalies and auto-remediation actions with the ops team to agree on what self-heals versus what pages a human.
- 4
Roll out anomaly detection and self-healing across remaining systems, tuning detection as new failure patterns emerge.
What You Get
Deliverables from this engagement
- Automated anomaly-detection coverage across AI-system telemetry
- Self-healing remediation for defined, known failure patterns
- Reduced-noise alerting for issues that require human response
- Ongoing tuning process as new failure patterns are identified
Six Ways We Could Architect This
Different engagement, different build — pick the shape that fits
There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.
Ready to get started?
Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start — scoped small enough to prove itself before you commit to anything bigger.
Talk to us about AIOps & Automated Anomaly Detection