Join Microsoft Azure + NeuBird AI: Resolve incidents in minutes | April 16 at 10 AM PT

Kubernetes Solutions Page

KUBERNETES SRE · AGENTIC AI

Your Kubernetes runs in prod. Does your ops layer?

NeuBird AI gives Kubernetes teams an AI SRE layer that investigates incidents in minutes – across clusters, logs, metrics, and changes — so your on-call is calm and your MTTR drops.

90% MTTR reduction*
2 min investigations vs 30–60 min manual triage
30+ native integrations
NeuBird AI investigation timeline Hawkeye
  • 02:33 — Signal intake — Ingests alerts, logs, metrics, and change events
  • 03:10 — Correlation — Maps blast radius across workloads and clusters
  • 03:25 — Root cause — Explains the why with evidence and confidence
  • 03:55 — Actionable fix — Recommends steps or triggers runbooks
Always-on coverage

24/7 expert-level investigations
No agents required • No tool sprawl

Have all the data but still flying blind?

Modern Kubernetes environments generate massive telemetry.
The problem is not signal. It is the ability to reason through it fast enough to matter.

KubeVirt Operational Gaps

KubeVirt gives you unified compute but not unified operability. Debugging across VM and container layers means manually correlating node pressure, CNI, storage, and legacy app behavior across separate tools.

VMware Migration Anxiety

Migrating off VCF introduces change storms, config drift, and unclear blast radius. Every cutover is an operational gamble without a system that can correlate pre- and post-migration telemetry automatically.

Alert Fatigue at Scale

Prometheus, Datadog, OpenTelemetry, Splunk — alerts cascade across every layer. Engineers triage symptoms manually while root causes stay buried. Signal-to-noise is low. MTTR keeps climbing.

Multi-Cluster Blind Spots

Incidents span clusters and originate from shared dependencies — but your tools are cluster-scoped. Teams chase symptoms across regions and cloud providers instead of finding systemic root causes.

Use Cases

See NeuBird AI in action

Four real-world Kubernetes incidents and how NeuBird AI resolves them.

CrashLoopBackOff, resolved in 2 minutes

CrashLoopBackOff is one of the top 3 most common Kubernetes incidents — and one of the most time-consuming to debug when caused by OOM conditions. What typically takes 30–60 minutes of manual Prometheus querying, log diving, and cross-referencing becomes a 2-minute AI-powered investigation.

NeuBird AI automatically correlates telemetry across the stack, traces root cause to the OOM condition, surfaces blast radius, and recommends remediation — with a full audit trail.
Watch the live investigation →
hawkeye — incident investigation
Alert received: CrashLoopBackOff — pod/api-service-7f9d
namespace: production | cluster: us-east-1
Querying Prometheus metrics (last 30m)…
Pulling container logs from Datadog…
Checking node resource pressure…
Memory limit exceeded: container OOMKilled ×4
container_memory_usage_bytes → 512Mi / 512Mi limit
heap allocation spike at 14:32 UTC — correlates with deploy
Root cause identified:
Memory limit too low for current heap profile
Triggered by: commit a3f8c2b (feature/cache-preload) — 14:28 UTC
Recommended actions:
1. Increase memory limit to 768Mi in deployment manifest
2. Review cache-preload logic for unbounded growth
3. Add memory headroom alert at 80% threshold
Investigation complete — 1m 47s

How it works

Connect once, investigate every incident, and act with confidence.

1

Connect your stack

Integrate Prometheus, Grafana, Datadog, logs, CI/CD, and cloud APIs in minutes.

2

Let Hawkeye investigate

Hawkeye correlates signals, changes, and topology and surfaces the root cause.

3

Review and act

Get guided steps or automate remediation with approval.

Built for production Kubernetes.
Proven in the field.

90% MTTR Reduction

Determine root cause in minutes. Full RCA before engineers even start manual investigation.

10× Less Alert Busywork

Filter thousands of alerts to actionable insights. Focus on what matters — not cascading false alarms.

24/7 Expert-Level Coverage

Junior engineers resolve incidents that normally require senior staff. Tribal knowledge lives in Hawkeye.

VPC Deploy In Your Environment

Deploys inside your AWS VPC or Azure VNET. Telemetry never leaves your environment. SOC 2 Type II certified.

5 min Time to First Value

Works out of the box. No weeks of prompt engineering. Connect your tools and Hawkeye starts reasoning immediately.

All Stack Telemetry Access

Queries raw metrics, logs, events, and traces — not dashboard screenshots. Correlates across K8s, KubeVirt, multi-cloud, and on-prem.

Works with your Kubernetes stack

Connect Hawkeye to your existing monitoring, logging, and incident tools.

Prometheus
Grafana
Datadog
Splunk
AWS
Azure
GCP
New Relic
PagerDuty
ServiceNow
Slack

Stop triaging. Start resolving.



Join engineering teams that have cut MTTR by 90% and reclaimed hours of engineering capacity weekly.

14-day free trial · No credit card required · Deploy in your VPC in minutes

neubird.ai · SOC 2 Type II Certified · help.neubird.ai

NeuBird AI for Microsoft Azure

Resolve Incidents at AI Speed

The Production Ops Agent for Microsoft Azure

Protect. Resolve. Optimize.

NeuBird is a Production Ops Agent that autonomously prevents, resolves, and optimizes across Azure Monitor, Azure DevOps, Log Analytics, and your broader observability ecosystem. Backed by Microsoft M12 Ventures, It analyzes live telemetry, configuration, and change data to deliver evidence-backed root cause analysis and corrective guidance in minutes.

Up to 92% MTTR reduction
SOC-2 Compliant
Connect to Azure DevOps
What NeuBird AI does on Azure From alert investigation resolution
Microsoft Azure Logo
Autonomous Investigation
Correlate signals, changes, and topology in real time
Explainable RCA
Multi-step reasoning, not black-box guesses
Corrective Actions
Step-by-step guidance aligned to your runbooks
Optional Automation
Trigger remediation through existing workflows

Built for Azure operations teams

NeuBird consolidates Azure alerts and signals, correlates them with change events and topology. The output is actionable with root cause, supporting evidence, and recommended fixes.

From “Data overload” to “Decision ready”

Instead of manual triage across dashboards, NeuBird uses Agentic AI reasoning to form a plan and refine conclusions. You get explainable root cause analysis and corrective actions in minutes.

The only AI SRE backed by Microsoft

NeuBird’s investors include Microsoft’s M12 Ventures and NeuBird is also a member of the exclusive Microsoft for Startups Pegasus program that provides both technical and GTM support.

Azure-centric integrations

NeuBird AI consolidates signals from Azure services and integrates with the tools teams already use for incident response and observability.

Azure Monitor
Log Analytics
Application Insights
AKS
Azure Functions
Azure SQL
Azure DevOps
Blob Storage
Service Health
PagerDuty
Slack
Prometheus
Existing Runbooks
Splunk
AWS

What are the standout features of NeuBird?

Everything below is designed to help Azure ops teams investigate faster and resolve with confidence without changing how your teams work.

Autonomous Incident Investigation

  • Acts as an always‑on SRE teammate that automatically investigates alerts.
  • Analyzes telemetry, correlates change signals, and determines root cause in real time.
  • Produces an investigation narrative with evidence and next steps.

Agentic AI Reasoning Engine

  • Forms dynamic investigation plans, tests hypotheses, and refines conclusions.
  • Delivers explainable RCA, not black‑box guesses.
  • Maintains a step‑by‑step audit trail teams can review and share.

Azure‑Native Telemetry 

  • Connect to Azure DevOps to collect build logs, repositories, deployment details, and more.
  • Consumes signals from Azure Monitor, Log Analytics, and Application Insights.
  • Enriches investigations with Azure service context (e.g., AKS, Functions, Azure SQL).
  • No agents required and no intrusive instrumentation.

Real‑Time Corrective Guidance

  • Delivers step‑by‑step corrective actions aligned to your existing runbooks.
  • Recommends safe remediation paths based on evidence and impact.
  • Optionally automates remediation through your workflows.

Enterprise Ready & Secure

  • SOC-2, SSO/SAML, audit trails, optional VNET deployment, RBAC – built for regulated environments.

Faster MTTR, Fewer Wake-ups

  • Customers report dramatic reductions in MTTR and off-hours escalations.

Benefits and ROI

These outcomes are what Azure ops teams care about: faster resolution, fewer escalations, and less dependence for on‑call heroics.

Reduce MTTR and incident costs

Faster root cause identification and guided remediation reduce outage duration, escalation cycles, and war room dependency. topology.

Improve reliability and SLAs

Consistent, explainable investigations improve operational discipline and SLA performance across Azure workloads.

Scale expertise not headcount

Neubird captures investigation intelligence and applies it consistently — eliminating reliance on tribal knowledge and “who’s on call.”

Utilization & Cost Pattern Analysis

Understand your actual usage versus allocated resources by spotting over provisioned VMs, App services plans, and AKS nodes.

Better handoffs and collaboration

Share a clear investigation story across SRE, DevOps, engineering, and leadership — with evidence and recommended next steps.

Confidence in corrective actions

Step‑by‑step guidance and optional automation help teams remediate faster while staying aligned to governance and runbooks.

92%

MTTR Reduction*

80%+

Alert noise suppressed

<5

Minutes to first insights

*Representative outcome from customer case study. Results vary by environment and data quality.

Register for upcoming webinars

Dive-deep into NeuBird AI with our upcoming live webinars where you can see just how teams running on Azure resolve incidents faster with Generative AI.

Live

Before it Breaks: AI-Driven Azure Incident Response

In this joint Microsoft and NeuBird webinar, see how agentic AI transforms Azure incident management from reactive firefighting to AI-driven resolution. NeuBird consumes Azure telemetry to automatically investigate incidents, determine root cause, and deliver corrective guidance in real time.

Live, Hosted by InfoQ

InfoQ Live – AI-Powered SRE for Autonomous Incident Response

In this 60-minute live roundtable, four practitioners will discuss how AI agents and generative models are being used for incident detection, root cause analysis, and automated remediation, thereby reducing time to resolution and operational load at scale. Use discount code “NEUBIRD26” to attend for free.

Live, Co-Hosted by DevOPs

Live Virtual Workshop. Hands-on training using Agentic AI.

In this interactive workshop, DevOps, SRE, and platform teams will walk through a real incident and see how agentic AI correlates logs, metrics, and traces to identify root cause and guide remediation in minutes.

On-demand Webinar

From Alert Storms to Autonomous Insight – Agentic AI for Incident Management

Modern cloud platforms like Azure have given engineering teams unprecedented scale. In this Level-100 introduction, we explore a new class of operations intelligence: Agentic AI.

Frequently Asked Questions

No. NeuBird supports hybrid and multi‑cloud environments. This landing page is intentionally Azure‑centric to highlight the Azure use case and integrations.

Book a 30-minute demo

See how NeuBird AI isolates root cause and resolves incidents before they wake you when on-call.

 

  • Live walk-thru on your use cases
  • Integration and deployment options (SaaS or VNET)
  • Security, compliance, and data flow review

NeuBird AI for AWS

The Productions Ops Agent

Stop chasing CloudWatch alerts. Start resolving what matters.

Know exactly where to start, resolve faster, and prevent what comes next in your AWS enterprise.

Up to 90% faster MTTR
SOC-2 Compliant
Deploy as SaaS or in VPC
Incident Timeline Hawkeye
  • 02:57 — Anomaly in checkout latency detected (p95 up 250%)
  • 02:58 — Correlated service: payments-proxy deploy v412
  • 02:59 — Root cause analysis: invalid DB connection pool size after deploy
  • 03:00 — Rollback recommended with optional automatic execution; error rate normalizing

From chaos to clarity automatically

Cut through the noise, find root cause fast, and optionally automate the fix. NeuBird brings observability, change data, and topology into one agentic platform for your production operations.

Escape Alert Fatigue

Multi-signal correlation collapses thousands of alerts into a single, actionable incident.

Accurate Root Cause

Link symptoms to change events, dependencies, and anomalies with transparent reasoning.

Optional Remediation

Ability to trigger remediation through customer coding agents – executing runbooks, rollbacks, and fixes with human-in-the-loop controls.

Works with your AWS stack

CloudWatch, Cloudtrail, EKS, ECS, Lambda, EC2, DocumentDB, RDS, API Gateway – plus PagerDuty, Prometheus, Slack, and more

Enterprise Ready & Secure

SOC-2, SSO/SAML, audit trails, optional VPC deployment, RBAC – built for regulated environments.

Faster MTTR, Fewer Wake-ups

Customers report dramatic reductions in MTTR and off-hours escalations.

Ready to stop chasing CloudWatch Alerts?

Start your free trial or schedule a live demo of NeuBird with our experts.

Stop incidents before they become war rooms

Three steps from noise to normal, optimized for AWS.

Prevent

Stay ahead

Identify risks early and stop incidents before they impact production.

Resolve

Fix fast

Start in the right place, pinpoint root cause, and fix issues in minutes.

Optimize

Improve continuously

Continuously improve performance, reduce cost, and eliminate operational toil.

90%

MTTR Reduction

80%+

Alert noise suppressed

<5

Minutes to first insights

*Representative outcome from customer case study. Results vary by environment and data quality.

Register for upcoming AWS webinars

Go deeper with NeuBird in our upcoming webinars and see how AWS teams resolve incidents faster with a Production Ops Agent powered by Agentic AI.

Live, Hosted by InfoQ

InfoQ Live – AI-Powered SRE for Autonomous Incident Response

In this 60-minute live roundtable, four practitioners will discuss how AI agents and generative models are being used for incident detection, root cause analysis, and automated remediation, thereby reducing time to resolution and operational load at scale. Use discount code “NEUBIRD26” to attend for free.

Live, Co-hosted by DevOps

Live Virtual Workshop. Hands-on training using Agentic AI.

In this interactive workshop, DevOps, SRE, and platform teams will walk through a real incident and see how agentic AI correlates logs, metrics, and traces to identify root cause and guide remediation in minutes.

On-demand Webinar

From CloudWatch Alerts to Resolution: Agentic AI for AWS Ops

AWS environments generate an overwhelming volume of telemetry. In this session, AWS experts will share proven best practices for configuring and operationalizing Amazon CloudWatch to improve visibility while NeuBird will demonstrate how we reduce alert fatigue and establishes a strong foundation for modern cloud observability.

On-demand Webinar

From Firefighting to Foresight, How AI is Redefining SRE and DevOPs

In this session, we’ll explore how AI-driven incident response and “agentic” automation are changing the way teams detect, diagnose, and resolve issues across AWS and multi-cloud stacks.

On-demand Webinar

From Alert Storms to Autonomous Insight – Agentic AI for Incident Management

Modern cloud platforms like AWS have given engineering teams unprecedented scale. In this Level-100 introduction, we explore a new class of operations intelligence: Agentic AI.

Frequently Asked Questions

Book a 30-minute demo

See how NeuBird isolates root cause and resolves incidents before they wake you when on-call.

  • Live walk-thru on your use cases
  • Integration and deployment options (SaaS or VPC)
  • Security, compliance, and data flow review
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