Autonomous SRE

Production runs itself.
You stay out of the loop.

Raven watches your Kubernetes clusters and infrastructure, correlates failures across dependencies, and remediates within policy-bounded safety budgets. Routine fixes happen on their own. Humans approve anything risky.

How it works

A closed loop, not a dashboard

01

Watch

Agents in each cluster stream Kubernetes events, Prometheus metrics, OpenTelemetry traces, and logs into Raven — across K8s, VMs, bare metal, databases, and middleware.

02

Diagnose

An LLM brain — fine-tuned on your estate — correlates failures across dependency graphs, walks logs and metrics, and identifies root cause. Not just the symptom that paged you.

03

Fix

Within per-tenant fix budgets, Raven applies the remediation: restart, evict, scale, rollback, patch resources, rebalance. Anything risky waits for human approval.

Features

Everything an autonomous SRE needs

Closed-loop remediation

Auto-fix within safety budgets. Circuit breakers stop repeat failures; deferred verification confirms the fix actually held.

Multi-tenant by design

Row-level security on every table, per-tenant fix budgets and policy. One Raven, many isolated estates.

A custom-trained model for every tenant

Each tenant gets its own LoRA-fine-tuned adapter trained on that estate’s incidents, fixes, and operator feedback. Raven gets smarter at running your environment specifically — not the average customer.

Approval workflows

Risky actions pause for human review with full context: what Raven saw, what it proposes, what could go wrong.

RGL safety rules

Write guardrails in plain English. Raven translates to a closed-grammar DSL, then a second model verifies fidelity before any rule activates.

Predictive remediation

Forecasts disk and memory exhaustion. Rebalances nodes, drains hotspots, decommissions idle capacity — before pages fire.

Contact

Request access

Raven is in private rollout with a small set of operators running production Kubernetes. Tell us what you run and what's costing you sleep — we'll get back to you.

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