Resolve all your Kubernetes incidents in complex enterprise environments

The AI platform for Kubernetes and cloud-native stacks. It automates troubleshooting and resolution from the first signal to the verified fix—while you remain in control of every decision along the way.

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Platform expertise is scarce, hard to hire and retain

With roughly one platform engineer for every ten developers, every non-trivial issue routes through the same few people — a capacity bottleneck and a single point of failure. It gets worse as platforms grow more complex: more tools to master, more failure points, and operational data scattered across clusters, Git repositories, IaC, and observability tools, each one lengthening the resolution time.

NeuroKube is built to help teams resolve issues faster and scale operational expertise org-wide, breaking capacity bottlenecks and retaining know-how.

Today

Operating modern platforms

  • Troubleshooting done manually
  • Growing platform complexity and siloed toolsets make troubleshooting harder
  • Non-trivial issues escalating to the same few experts
  • Critical knowledge concentrated in a few key people
  • Investigations starting from zero, no memory of what happened before

With NeuroKube

Operational intelligence at scale

  • End-to-end automated resolution under human control, faster and more consistent
  • All relevant signals analyzed in one place, to make better decisions
  • Standardized AI-guided resolution process any team member can run
  • Know-how captured and made available to all
  • Learnings drawn from past incidents make resolutions more accurate and efficient over time

Capabilities

Autonomous Troubleshooting & Resolution

Resolve more incidents, faster and more consistently, day and night — at the automation level you're comfortable with

  • Troubleshooting Protocols That Keep Quality Consistent
  • Evidence-based Root Cause Analysis You Can Verify
  • Risk-Ranked Remediation Plans Ready-to-Execute
  • Troubleshooting Report Structured for Fast Review
  • Automated Fix Implementation
  • Automated Fix Validation, Re-Diagnosed on Failure
  • Delegate or Work With Agents
  • Step In and Steer, Anytime
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Autonomous Troubleshooting & Resolution
YOUR PLATFORMGit repositoriesapp code, manifests,Helm chartsArgo CDsync status,deployment historyKubernetes clustersworkloads, events, resource statePrometheustime series, alertsLokilog streamscontext=prod-eu-west-1MCP serversSpecialized agentsdelegatestool callTroubleshooting agent

Unified Cross-System Intelligence

Get a unified view of your platform in a single place — Kubernetes runtime, logs, metrics, deployment history, and Git repositories

  • Connect Scattered Signals from Different Sources
  • Multi-cluster & Multi-environment
  • Specialized Agents for Each Component
  • Extensible Design to Cover Your Entire Stack
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Enforced Best-Practice Resolution

Ensure the same execution workflow runs every time, modeled on proven GitOps practice — no wasted tokens, no noise.

  • Consistent Execution Path
  • Shared Resolution Process
  • Structured Issue Reporting
  • Guides Your Team Through Every Step
  • Integrates with Your Existing GitOps Flow
  • Tokens Spent on Reasoning, Not Orchestration
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THE SAME WORKFLOW FOR ALLTroubleshootingSolution designImplementationCode reviewValidationGITLAB / GITHUB / …IssueRCA + planChange requestthe fix as codeActions propagate both ways
YOUR CASE HISTORYalert, tool calls, conversationproblem, RCA, solution, implementation, validation, human feedbackon case closeCase lessonsstage learningsclosest past casesrecommendations:leads to checkdead endswasted stepscase traceReflection agentRecall agentTroubleshooting agent

Compounding Institutional Know-how

Turn every incident into reusable organizational knowledge — the platform adapts based on past outcomes, and expertise isn't lost when people leave

  • Learnings Captured from Every Closed Case
  • Resolution Recommendations Based on Similar Past Cases
  • Growing Accuracy with Incident Volume
  • Cuts Discovery Time and Wasted Tool Calls
  • Expertise Stays with the Company
  • Senior-Level Know-how Available Org-Wide
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On-Demand, Grounded Answers

Ground agent answers in version-specific documentation, industry standards, and your own internal documents (e.g., architecture references, post-mortems, policies)

  • Air-Gapped Documentation for the Stack You Run
  • Fewer Hallucinated Answers for Less-Common Components
  • Indexing of Selected Internal Wiki Spaces and Documents
  • Documents Searchable the Moment They Land in Your Workspace
  • Answers Shaped by Your Constraints, Conventions and Versions
  • Models That Know Your Context: Architecture, Procedures, Integrations, Designs…
  • A Knowledge Base Your Team Can Query Directly
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Websitesupstream docsvendor docsCIS, NIST, …Wikipost-mortemsconventionshow-tosDocumentsarchitecturedesignspoliciesindexing pipelineKnowledge baseWORKSPACEmobile-payments/├─ 3ds-integration.pdf└─ wallet-cert-rotation.pdfk8s-platform/├─ gateway-api-migration.pdf└─ tenant-onboarding.pdferp/├─ interface-catalogue.pdf└─ support-ticket-04117.pdfqueryread/searchDocumentation agentquestions & grounded answersYour teamTroubleshooting agent
Adjustable Control & Governance

Adjustable Control & Governance

Never trade control and common-sense security practices for capability — choose the right automation level per project, demand layered safeguards and access control.

  • Automation Level Tunable per Risk Profile
  • Read-Only Tools by Default
  • Sandboxed Write/Execute Tools
  • Authentication
  • Fine-Grained Access Control
  • Full Traceability
  • Bring Your Own Model
  • FinOps and Observability
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An Engineered Agentic System, Not Just a Thin Wrapper Around a Model

A properly architected AI system takes real expertise and effort. There are no shortcuts. Scaffolding, orchestration, well-tuned specialized agents, access control, grounding, and human oversight are essential to build reliable agents that actually work.

Impact

Wherever your organization starts, we work with your team to push your numbers to the top of what's possible.

3× – 10×

Faster Resolution (MTTR)

Common incidents that took tens of minutes or hours now resolve in a few minutes.

20% – 50%

Fewer Escalations

Developers and support teams resolve on their own what used to land on the platform team.

𝗡× ➚

More Time for What Matters

Features ship sooner. Hardening and reliability work stops being postponed. Finally time to pull ahead on your next big idea.

Expertise and the right context, in everyone's hands

  • Senior-level guidance for anyone
  • The full picture in one place
  • Operational knowledge that sticks
  • Sharper with every incident

Control preserved

  • High-stakes calls remain human
  • Engineers stay sharp, not sidelined
  • Automation that grows with trust

Best practices reinforced

  • Changes as code, reviewed and revertible
  • Same resolution process every time
  • Traceable from signal to fix
  • Read-only tools by default, everything else sandboxed

Ready to unleash your god-mod DevOps?

Join companies already using NeuroKube to level up your team's DevOps capabilities.