Troubleshooting
Meet WANDA — Wanclouds Digital Assistant
Chat With Your Infrastructure
Ask WANDA anything about your IT and cloud environment, in plain English, and get instant, accurate answers. No dashboards. No scripting. Just answers.
AI Infrastructure Assistant
Ask Your Infrastructure Anything
Use natural language to troubleshoot cloud infrastructure, analyze root causes, investigate security issues, and assess compliance across your cloud, hybrid, and on-premises environments.
Questions you can ask WANDA
No dashboards or scripting required. Ask questions about your infrastructure the same way you would ask an IT teammate.
Security
Which systems violate our security baselines?
Performance
What changed before performance degraded?
Compliance
Can you identify gaps in our PCI compliance posture?
Your question
“What caused last night's SQL database outage?”
WANDA AI Assistant
Analyzing infrastructure events, system health, and recent configuration changes
Root Cause Identified
WANDA correlated infrastructure events, configuration changes, and database health signals to identify the most likely cause of the outage.
A database connection pool was exhausted after a configuration change at 11:42 PM, causing dependent services to fail.
Root cause analysisTimeline correlationChange detection
How It Works
How WANDA's AI Infrastructure Assistant Works
Connect WANDA to your existing infrastructure, configure AI assistants for your environment, and let autonomous intelligence monitor and investigate issues. When you need answers, simply chat with your infrastructure in natural language.
01
Connect Your Stack
Connect WANDA to your existing cloud platforms, monitoring systems, logging tools, and MCPs. No rip-and-replace required.
CloudMonitoringLogsMCPs
02
Create AI Assistants
Create specialized assistants for your cloud, networking, databases, on-premises, and edge infrastructure.
CloudDatabasesNetworkEdge
03
WANDA Works Autonomously
WANDA continuously monitors your infrastructure, correlates events, diagnoses issues, and learns from every incident.
MonitorCorrelateDiagnose
04
Chat With Your Infrastructure
Ask questions in natural language through the web, Slack, or email. Investigate incidents, check system status, and understand what is happening across your environment.
WebSlackEmail
05
Stay in Control
Every action is transparent and auditable. State-changing operations require explicit human confirmation before execution.
Audit TrailHuman ApprovalTransparency
STEP 01
Connect Your Stack
Connect WANDA to your existing cloud platforms, monitoring systems, logging tools, and MCPs. No rip-and-replace required.
CloudMonitoringLogsMCPs
STEP 02
Create AI Assistants
Create specialized assistants for your cloud, networking, databases, on-premises, and edge infrastructure.
CloudDatabasesNetworkEdge
STEP 03
WANDA Works Autonomously
WANDA continuously monitors your infrastructure, correlates events, diagnoses issues, and learns from every incident.
MonitorCorrelateDiagnose
STEP 04
Chat With Your Infrastructure
Ask questions in natural language through the web, Slack, or email. Investigate incidents, check system status, and understand what is happening across your environment.
WebSlackEmail
STEP 05
Stay in Control
Every action is transparent and auditable. State-changing operations require explicit human confirmation before execution.
Audit TrailHuman ApprovalTransparency
Human-controlled actions. Complete auditability.
Real Results, Not Just Promises
Typical Wanclouds AI customers achieve:
70–80%
Incident resolution time (MTTR) reduction
60–70%
Unplanned downtime reduction
30–40%
Infrastructure cost optimization
70%
Fewer security incidents
90%
Compliance audit effort reduction
Payback period
~3 months
Year-1 ROI
700%+
Ask a Question. Get an Answer.
| Legacy Monitoring & ITSM | Chat With Your Infrastructure |
|---|---|
| Static dashboards | Ask a question, get an answer |
| Alert floods | Noise reduction & correlation |
| Manual runbooks | Autonomous reasoning |
| Tool silos | One assistant, every vendor |
| Human-dependent troubleshooting | AI-assisted & AI-driven operations |
| Limited domain scope (layered chatbots) | Multi-discipline, expert-level knowledge |
Legacy tools show data. WANDA delivers answers and decisions.
Enterprise-Grade Trust, Built In
Letting an AI talk to your infrastructure only works if you can trust it completely.
Human-in-the-loop
Every state-changing operation (create, update, delete) requires your explicit confirmation before it executes.
Your data stays yours
No customer data or PII leaves your environment, aligned with GDPR and SOC 2.
Security guardrails
Built-in guardrails prevent unauthorized infrastructure changes.
Full traceability
Every interaction is logged and audited — full traceability for compliance.
Flexible LLM options
Default model is Anthropic (or an equivalent), with a private, on-premise LLM option available for regulated environments.
Deploy your way
Pay-as-you-go, private cloud instance (AWS, GCP, Azure, IBM Cloud), fully managed on-premise, or sovereign/regulated cloud region.
Integrations
Works With What You Already Have
Devices
Servers (Windows, Linux), VMware, Firewalls, Routers, Switches, Kubernetes, Red Hat OpenShift, and more.
Monitoring
Prometheus, Zabbix, SolarWinds, and more.
Logging
Splunk, Loki, LogDNA, AWS CloudWatch, and more.
ITSM & Ticketing
ServiceNow, Jira.
Cloud APIs
Cloud APIs and infrastructure telemetry.
Backup & Restore
Backup & restore management via MCP.
Generic MCP Integration
Connect to any MCP-compatible data source or tool.
See WANDA in Action
See How an AI Infrastructure Assistant Works
See how WANDA uses natural language and autonomous intelligence to help IT teams investigate incidents, understand infrastructure issues, and manage cloud and hybrid environments.
Ask in Natural Language
Ask questions about your cloud, hybrid, and on-premises infrastructure without scripts or query languages.
Investigate Root Causes
WANDA correlates events, changes, and system signals to help identify what happened and why.
Stay in Control
Every action is transparent and auditable, with human approval required for state-changing operations.
Built for cloud, hybrid, and on-premises infrastructure