AI Incident Response That Works Across Your Whole Stack. Not Just Slack
When something breaks, WANDA is already on it, correlating signals, building context, and giving your team a clear answer, across infrastructure, network, and security, not just application logs.
What Is AI Incident Response?
AI incident response uses machine learning and autonomous reasoning to detect, correlate, and help resolve IT incidents, reducing the manual work of triaging alerts, coordinating responders, and documenting what happened. Most AI incident response tools are built for application and DevOps teams working in Slack. WANDA extends the same idea across your entire environment, infrastructure, network, and security included, so incidents get the same fast, correlated response whether they start in your application code or in a firewall three layers down.
How It Works
From Alert to Resolution
Detect & Correlate
WANDA ingests signals from your monitoring, logging, and infrastructure sources and automatically de-duplicates the alert flood into a single, correlated incident, before a human ever has to triage it.
Build Context Automatically
Incident context, what changed, when, and what else was affected, is assembled automatically, across infra, app, network, and security layers. No manual digging across five tools to piece the story together.
Powered by WANDA's AI root cause analysisAsk WANDA Anything
Talk to WANDA directly, "What caused last night's outage of SQL DB?" or "What changed before performance degraded?", and get a plain-English answer with the reasoning behind it, the same way you'd ask a colleague.
Resolve, With You in Control
WANDA can recommend and, with your explicit confirmation, help execute the fix. Every state-changing action requires human sign-off, nothing happens to your infrastructure without your approval.
Incident Response Built for the Whole Environment, Not Just the App Layer
incident.io, Rootly, and similar tools are excellent at what they do, but they're built around Slack-native workflows for application and DevOps teams, correlating logs, metrics, deploys, and code changes. WANDA handles that same investigative work, and extends it further:
| Typical AI Incident Response Tools | WANDA | |
|---|---|---|
| Primary scope | Application layer, logs, metrics, traces, deploys | Full stack, infra, app, network, and security |
| Infrastructure coverage | Cloud-native services, containers | Servers, VMware, firewalls, routers, switches, Kubernetes, and more |
| On-premise support | Limited or none | Full, on-premise datacenters, edge devices |
| Compliance tie-in | Separate tooling required | Built-in, PCI, HIPAA, NIST, SOC2, NCA ECC mapping |
| Backup & recovery | Not included | Backup, migrate, and restore VMs and data, conversationally |
| Interface | Slack-first | Chat via web, Slack, or email, ask anything, anytime |
If your incidents only ever start in application code, a Slack-native tool may be all you need. If your environment spans on-premise hardware, network devices, and multi-cloud, the way most real enterprise environments do, WANDA covers the parts those tools don't.
Is WANDA an AI SRE Agent?
Yes, and more. Where other platforms brand a single AI feature as an "AI SRE" or "AI DevOps copilot" bolted onto an incident tool, WANDA is the assistant across your entire IT and cloud environment. The same WANDA that handles incident response also runs root cause analysis, compliance assessments, cost optimization, and backup/restore, one assistant with full environmental context, not a separate AI feature per product area.
You Stay in Control
Human-in-the-loop by default
Every create, update, or delete operation requires your explicit confirmation before WANDA executes it.
Full audit trail
Every interaction and action is logged, so you always know what happened and why.
Your data stays yours
No customer data or PII leaves your environment, aligned with GDPR and SOC 2.
Security guardrails
Security guardrails prevent unauthorized infrastructure changes, even during a fast-moving incident.
Works With What You Already Have
Devices
Servers (Windows, Linux), VMware, firewalls, routers, switches, Kubernetes, and more.
Monitoring
Prometheus, Zabbix, SolarWinds, and more.
Logging
Splunk, Loki, LogDNA, AWS CloudWatch, and more.
ITSM & Ticketing
ServiceNow, Jira.
Generic MCP Integration
Connect to any MCP-compatible tool.
No agents required (where possible). No vendor lock-in.
Real Results, Not Just Promises
Typical Wanclouds AI customers achieve: