06 / Modernize

AI Ops & Intelligent Automation

Your team is drowning in alerts. Smart filtering, automatic incident grouping, and AI-drafted post-mortems with full audit trails. Narrow, scoped automation for your specific outages, not a 'platform' you have to learn.

AI Ops is the most marketing-laden term in DevOps right now, so Perpelin defines it narrowly: specific automation capabilities applied to the metric/log/incident triad, with audit trails and explicit confidence scoring.

Capabilities currently shipped in production: anomaly detection on metric streams using Prometheus and Grafana Cloud, log-based incident classification using OpenTelemetry traces, LLM-driven root-cause analysis that produces a draft incident report a human reviews, and self-healing Kubernetes operators for narrow, well-understood failure classes.

Engagements scope the capability list before the SOW. Nothing ships to production without a human-in-the-loop review path. We don't sell 'AI-powered observability' as a single deliverable; we sell specific automations against your specific incidents.

Who this fits

Ideal client

  • · On-call teams burning out on noisy alerts
  • · Mature observability stack with months of incident history
  • · Companies with a Kubernetes platform and a real incident-review cadence

Not a fit

  • · Teams without baseline observability (build that first)
  • · Buyers wanting a chatbot that answers 'what went wrong'
  • · Anyone shopping for an AIOps platform (we build, we don't resell)

Sample engagement

Week 1: incident-history review, signal selection. Weeks 2–4: anomaly-detection rollout on selected services. Weeks 5–6: incident classification + draft RCA generation. Weeks 7–8: handoff with documented operator behavior. ~8 weeks fixed-fee.

Production outcomes

60% alert volume cut
Series B SaaS: log-based incident classification with confidence-scored RCA drafts
70% MTTR drop
Logistics: SLO-driven incident workflows with automated remediation
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