Private beta

Lookout AI, your on-call AI agents.

A co-pilot for your engineering team — diagnose issues 90 % faster.

Works out of the box with LocalOps environments

Classify

Cut alert noise, catch real incidents earlier.

Alert fatigue lets teams miss the alerts that actually matter. Lookout classifies every incoming alert, suppresses the noise and surfaces the ones that could become P1.

  • Classifies alerts by severity + correlation
  • Detects incidents before they escalate to P1
  • Cuts noisy / duplicate alerts via AI analysis
inbox · last hour82 alerts · 3 actionable
  • p1checkout latency p95 > 2s for 5m
    incident
  • p2error rate climbing on payments-api
    watch
  • p3search-svc OOM (1 replica restart)
    actionable
  • cron metrics gap (known)
    suppressed
  • duplicate disk space alert × 4
    merged
Root cause

Root cause, in under a minute.

Stop reading 100s of log lines across half a dozen dashboards. Lookout sweeps logs, metrics and recent deploys and proposes a ranked root cause with confidence.

BeforeManual, ~30 min

Scrolling logs and dashboards

On-call hunts through hundreds of log lines, jumps between Grafana, the deploys page and the incident channel — usually at 2 a.m.

  • tail -f /var/log/orders-api
  • open Grafana · checkout latency
  • check #incidents in Slack
  • what deployed in the last hour?
AfterLookout · < 60 s

Ranked root cause with confidence

Lookout reads logs, metrics, traces and recent deploys, and proposes likely causes with reasoning your team can audit.

  • payments-api v1.42.3 (12 m ago) slow DB query92%
  • Stripe rate-limit response from upstream41%
  • checkout cache stampede18%
Auto-resolve

Auto-resolve the easy ones, with human approval.

For incidents where a simple action is enough, Lookout proposes the fix and runs it after one click. Your on-call stays in the loop.

  • Rollback release

    Revert to the previous green deploy when a release ships a regression.

    redeploy v1.42.2
  • Restart service

    Roll a service's replicas when memory or threads have wedged.

    rollout restart orders-api
  • Scale replicas

    Bump replica count when a spike is being absorbed by too few pods.

    scale orders-api → 12

Every action runs only after a human approves it. Lookout never self-deploys without confirmation.

Stack model

Lookout understands, your stack.

Lookout already knows which services run, how they talk and what cloud resources they lean on. No tedious wiki to maintain.

  • Services

    Every web, worker, job and cron — with owners, branches and recent deploys.

  • Architecture

    How services call each other — request paths, sync vs async, fan-out.

  • Cloud dependencies

    RDS, SQS, S3, OpenSearch, caches — declared in ops.json and tracked live.

Memory

Gets better, every incident.

Lookout remembers the incidents you've already lived through — their symptoms, root causes and fixes. The next look-alike incident gets diagnosed almost immediately.

  • Stores incident history with root causes + fixes
  • Surfaces similar past incidents on new alerts
  • Diagnoses faster as it learns your stack's patterns
incident memory · last 30 days18 patterns indexed
  • Slow DB query on payments-api
    seen 4 times · root cause: missing index
  • Stripe rate-limit cascade
    seen 3 times · root cause: webhook retry storm
  • OOM on search-svc
    seen 2 times · root cause: regex backtracking
Existing stack

Fits into your existing, Kubernetes stack.

Not on LocalOps? Set up the Lookout agent in under a minute, connect your observability suite, and start investigating alerts and incidents from day one.

  1. Install the agent

    One-line helm install into any Kubernetes cluster. Under a minute, no node restarts.

    helm install lookout
  2. Connect observability

    Point Lookout at your existing Prometheus, Loki and Grafana — or whatever you already run.

    prometheus · loki · grafana
  3. Start investigating

    Plug Lookout into your incident channel and start ranking alerts and proposing root causes.

    wire your incident channel
Private beta

Get on the Lookout AI waitlist.

We're inviting teams in waves. Drop your work email and we'll reach out as we hit GA.