VM Incidents Diagnosed. Not Just Detected.
NeuBird AI reads vSphere metrics, VM performance, and cluster health to deliver root cause, so your team stops firefighting and starts resolving.
< 5 min
Mean time to root cause
70%
Reduction in manual investigation
3x
Faster VM incident resolution
API-native
No agents on hypervisors
Core Capabilities
From signals to solutions
Prevent
Catch vSphere degradation before VMs start failing
NeuBird AI reads vCenter metrics continuously, building baselines for host CPU and memory, datastore latency, and cluster resource utilization. It surfaces contention trends, snapshot sprawl, and overcommit risks before they cause VM instability.
- Host CPU and memory contention trend detection
- Datastore latency and IOPS drift monitoring
- VM overcommit and snapshot sprawl risk alerting
Resolve
Trace VM incidents to their infrastructure root cause
When an application incident is reported, NeuBird AI reads vSphere metrics across the full stack (host, cluster, datastore, and network) and correlates them with application-layer signals. It identifies whether the root cause is a noisy neighbor VM, a saturated host, a slow datastore, or a network event.
- Noisy neighbor VM identification by CPU and memory steal
- Host-to-VM-to-application incident causality tracing
- Cross-layer correlation: infrastructure signals linked to application incidents
Operate
Reclaim wasted capacity and fix coverage gaps
NeuBird AI analyzes vSphere utilization data over time to identify idle VMs, over-provisioned hosts, and clusters with headroom being wasted on unused allocations, turning infrastructure data into actionable rightsizing recommendations.
- Idle and over-provisioned VM identification
- Cluster capacity headroom and waste analysis
- Observability gap detection: VMs missing performance baseline coverage
Better Together
vCenter shows what's happening to your VMs. NeuBird AI explains why.+ NeuBird AI
| Capability | VMware | NeuBird AI |
|---|---|---|
| VM performance metrics | ✓ | ✓ |
| Root cause analysis | Requires engineer to correlate metrics manually | Automated causality tracing across host, cluster, and app layer |
| Noisy neighbor detection | Visible in vCenter, hard to correlate to incidents | Automatically linked to impacted applications |
| Cross-layer correlation | Siloed: infrastructure separate from apps | Infrastructure + application signals correlated in one investigation |
| Pre-incident detection | Alarm thresholds | Trend-based degradation detection |
| Capacity waste identification | Manual reporting | Automated rightsizing analysis |
Ecosystem
Works across your entire stack
VMware is one piece of the picture. NeuBird AI correlates its data with every other connected tool, so root cause never stops at one signal.
Infrastructure
- VMware vSphere
- VMware vCenter
- VMware NSX
- VMware vSAN
Observability
- Datadog
- Grafana
- PagerDuty
- Splunk
Cloud
- Amazon CloudWatch
- Google Cloud Platform
- IBM Cloud
DevOps
- GitHub
- Terraform
- Jenkins
- ArgoCD
FAQ
Common questions
How does NeuBird AI connect to VMware?
NeuBird AI connects to vCenter via the vSphere API using read-only credentials. No agents are installed on hypervisors or VMs. Setup requires only API access.
Does NeuBird AI support on-premises VMware environments?
Yes. NeuBird AI connects to on-premises vCenter instances. Your data stays in your environment. NeuBird AI reads via API and processes signals without requiring data to leave your network.
What VMware metrics does NeuBird AI read?
NeuBird AI reads host CPU, memory, and network metrics; VM vCPU ready time, memory balloon and swap; datastore latency and IOPS; and cluster resource pool utilization from vCenter.
Can NeuBird AI correlate VM incidents with application incidents?
Yes. This is a core NeuBird AI capability. When an application incident occurs, NeuBird AI checks whether the root cause is in the VM or infrastructure layer, linking vSphere metrics to application-layer signals from your observability tools.
Get Started
Connect VMware to NeuBird AI.
VMware gives you the data. NeuBird AI gives you the answers: root cause, in minutes, across your entire stack.