Wanclouds AI and IBM Cloud: Delivering the Next Generation of Agentic IT Operations

The $100 Billion Problem No One Has Truly Solved, Until Now

IT infrastructure operations are one of the most expensive, complex, and most underserved challenges in enterprise technology today. Across industries, operations teams are buried under millions of alerts, juggling fragmented monitoring tools, managing compliance requirements that span multiple regulatory frameworks, and struggling to keep infrastructure running reliably across on-premise data centers, edge environments, and public clouds, all at the same time.

The traditional response to this problem has been to add more dashboards, more tools, and more headcount. But more of the same hasn't worked. Alert fatigue is at an all-time high. Skilled engineers are spending hours on manual triage instead of innovation. And the cost of unplanned downtime continues to climb.

Something fundamentally different was needed.

That is exactly what Wanclouds AI was built to deliver, and why its availability on the IBM Cloud Catalog marks a meaningful moment for IBM Cloud customers managing complex, hybrid IT environments.

What Is Wanclouds AI?

Wanclouds AI is an agentic AI platform purpose-built for IT and cloud infrastructure management. Unlike traditional monitoring tools that surface data and leave interpretation to humans, Wanclouds AI understands your infrastructure, learns from it continuously, and acts autonomously to reduce risk, cost, and operational effort.

At the center of the platform is WANDA, Wanclouds' digital AI assistant, a fully private, enterprise-grade deployment that operates inside your environment and integrates with your existing tools, devices, data sources, and processes.

The simplest way to describe it: WANDA lets your team chat with their infrastructure in plain language and get real answers, not more dashboards to interpret.

Ask it:

• "What caused last night's outage of SQL DB?"
• "Which systems violate security baselines?"
• "What changed before performance degraded?"
• "Give me an executive summary of the last 24 hours."
• "Run a security assessment for PCI Compliance."
• "Can you tell what end-of-life OSs and software we are running?"

No scripting. No dashboards. Just answers, and where needed, recommended actions for your team to approve and execute.

Why IBM Cloud? Why Now?

IBM Cloud is the infrastructure backbone for some of the world's most demanding enterprise workloads, financial services, government, healthcare, and large-scale hybrid IT environments. IBM Cloud Classic, VPC, and hybrid deployments run mission-critical systems where downtime is not an option, compliance is non-negotiable, and operational complexity is the norm.

That complexity is exactly what Wanclouds AI was designed to handle.

With Wanclouds AI now available on the IBM Cloud Catalog, IBM Cloud customers can deploy WANDA directly into their environment, with seamless billing integration, and immediately begin managing their IBM Cloud workloads with conversational AI. Whether your environment spans Classic VSIs, VPC, Kubernetes (IKS), Red Hat OpenShift (ROKS), VMware, Baremetal Servers, or NVIDIA and AMD GPU infrastructure, WANDA connects, monitors, and manages it all from a single intelligent layer.

Core Capabilities: What WANDA Does for IBM Cloud Teams

1. Chat With Your IBM Cloud Infrastructure

WANDA replaces the need for multiple monitoring consoles, log dashboards, and manual queries. Your team interacts with IBM Cloud infrastructure through a single natural language interface, accessible from web, Slack, or email, 24 hours a day, in multiple languages.

WANDA connects directly to IBM Cloud Monitoring, IBM Cloud Logs, Splunk, Prometheus, Zabbix, SolarWinds, ServiceNow, Jira, and more, through MCPs and native integrations, so the intelligence it delivers is based on your actual environment data, not generic templates.

2. Autonomous Root Cause Analysis in Seconds

When something goes wrong on IBM Cloud, the clock starts immediately. Every minute of degraded performance or unplanned downtime has a cost. Traditional incident response means pulling engineers from multiple teams, combing through logs, correlating events manually, and hoping someone identifies the root cause before it escalates.

WANDA does this in seconds.

It performs cross-layer correlation, connecting signals across infrastructure, application, network, and security layers, to build incident context automatically, reduce alert noise, and surface root cause without manual triage. The result is a 70-80% reduction in incident resolution time for typical deployments.

3. Monitor and Manage the Full IBM Cloud Stack

WANDA provides continuous monitoring across the full range of IBM Cloud infrastructure:

• Virtual Server Instances (VSIs) on IBM Cloud Classic and VPC
• IBM Kubernetes Service (IKS) and Red Hat OpenShift (ROKS)
• VMware on IBM Cloud
• Baremetal Servers
• NVIDIA and AMD GPU infrastructure for AI workloads
• Firewalls, load balancers, routers, switches, and network devices
• On-premise data centers and edge infrastructure connected to IBM Cloud

This unified visibility means your operations team is never working with a partial picture. Every layer of the stack is observable, and WANDA continuously tracks configuration states, flags drifts from known baselines, and alerts your team before issues escalate.

4. Continuous Compliance and Security Posture

For IBM Cloud customers in regulated industries, compliance is not a quarterly exercise; it is a continuous operational requirement. WANDA supports compliance monitoring across CIS, NIST, ISO, PCI DSS, SOC2, HIPAA, NCA ECC, Saudi NCA, and DGA frameworks.

On demand, your team can run security posture assessments, generate audit-ready evidence, review existing security policy documents for gaps, and receive specific remediation recommendations, all through a natural language conversation with WANDA.

WANDA also tracks software assets across all deployed servers and identifies end-of-life operating systems and software, a capability that is often missed entirely by traditional monitoring tools but represents a significant and growing security risk in enterprise environments.

5. AI-Orchestrated Backup, Migration, and Disaster Recovery

One of the most distinctive capabilities Wanclouds AI brings to IBM Cloud is native, AI-orchestrated backup and migration, a capability that no purely observability-focused AIOps platform offers.

Using natural language, your team can:

• Back up Windows and Linux VSIs and data to IBM Cloud Object Storage (COS)
• Set up periodic backup policies without scripting
• Migrate Classic VSIs and VMware VMs to IBM Cloud VPC
• Back up on-premise VMware environments to IBM Cloud COS
• Orchestrate Veeam-based migration workflows to IBM Cloud VPC
• Enable on-demand disaster recovery to IBM Cloud VPC

Every backup and restore action is executed only after explicit human approval. WANDA operates with a human-in-the-loop model for all state-changing operations, ensuring your team stays in full control.

6. Infrastructure Optimization, Cost, Capacity, and Efficiency

IBM Cloud environments can accumulate waste quickly, idle resources, oversized instances, underutilized storage, and software running well beyond its useful life. WANDA continuously analyzes your environment and surfaces actionable optimization recommendations: right-sizing suggestions, idle resource identification, capacity and utilization insights, and cost reduction opportunities.

Typical Wanclouds AI customers achieve 30-40% infrastructure cost optimization. For IBM Cloud deployments at enterprise scale, the savings are significant.

7. Memory-Driven Operations

WANDA does not treat every incident as if it is the first time it has seen your environment. It retains memory of past incidents, known failure patterns, recent interaction history, organizational policies, and environment-specific context.

Over time, this means faster resolution, better recommendations, and a meaningful reduction in dependency on tribal knowledge, the institutional expertise that leaves with people when they change roles or leave the organization.

How WANDA Compares to Legacy Monitoring Tools

The contrast between Wanclouds AI and traditional ITSM or monitoring platforms is not subtle. Legacy tools were built in a world where human operators were expected to interpret data and act. Wanclouds AI was built for a world where AI does the interpretation and the operator approves the action.

Security You Can Trust

For enterprise IBM Cloud deployments, security is non-negotiable. WANDA is built with enterprise-grade security from the ground up:

No data leaves your environment. No personally identifiable information is shared with any external party, in line with GDPR and SOC2 requirements.

Human-in-the-loop by design. All state-changing operations, create, update, and delete, require explicit user confirmation before execution. WANDA never makes changes autonomously.

Full audit trail. Every interaction and action is logged and audited, giving compliance teams a complete record of operations.

Security guardrails. Built-in guardrails prevent any accidental or unauthorized changes to infrastructure and devices.

Private LLM option. For organizations with strict data residency or regulatory requirements, a private on-premise LLM option is available and can be evaluated per customer requirements.

Deployment Options for IBM Cloud Customers

Wanclouds AI offers flexible deployment to match where IBM Cloud customers are in their journey:

Pay-as-you-go via IBM Cloud Marketplace. Subscribe to WANDA directly through the IBM Cloud Catalog with seamless billing integration. Start immediately, scale as needed.

Private instance deployment. For organizations that require a fully managed, dedicated deployment within their IBM Cloud environment, Wanclouds offers a private instance option with an annual subscription. This includes setup, onboarding, all available integrations, 24x7 managed maintenance, and Wanclouds AI credits.

In both cases, Wanclouds manages and maintains the platform on a 24x7 basis, including ongoing tuning, new use-case enablement, model and workflow enhancements, and updates.

Real Business Impact: What IBM Cloud Teams Can Expect

The business case for Wanclouds AI on IBM Cloud is grounded in the outcomes existing customers are achieving:

• 70-80% reduction in incident resolution time
• 60-70% reduction in unplanned downtime
• 30-40% reduction in infrastructure costs
• 70% fewer security incidents
• 90% reduction in compliance audit effort
• Payback period of approximately 3 months
• Year-1 ROI of 700% or more

These are not theoretical projections; they reflect what happens when an operations team stops spending most of its time on manual triage, repetitive runbooks, and fragmented tooling and starts working with an AI platform that handles the routine so they can focus on what matters.

Who Is This For?

Wanclouds AI on IBM Cloud is built for:

• IBM Cloud operations teams managing Classic, VPC, and hybrid infrastructure who need unified visibility and faster incident resolution without expanding headcount
• IT and NOC teams dealing with alert overload and manual triage, who need intelligent noise reduction and autonomous RCA
• Security and compliance teams running continuous monitoring across HIPAA, PCI, NIST, NCA ECC, and SOC2 who need audit-ready reporting without manual effort
• Infrastructure and platform teams managing VMware, Kubernetes, OpenShift, Baremetal, and GPU workloads across hybrid environments
• DevOps and SRE teams who want to reclaim engineering time from routine operations and redirect it toward innovation

Getting Started

Wanclouds AI is available now on the IBM Cloud Catalog. IBM Cloud customers can subscribe directly, with no complex onboarding or infrastructure redesign required. WANDA integrates with your existing tools and begins delivering value within days of deployment.

For organizations evaluating a private instance deployment or requiring custom integrations, Wanclouds offers a structured scoping process and dedicated support from a field delivery engineering team.

The Bottom Line

IT operations have been stuck in the same pattern for too long: more alerts, more tools, more manual work, more cost. Wanclouds AI and IBM Cloud together represent a genuinely different approach: one where your infrastructure is not just monitored but understood, where incidents are not just detected but resolved, and where your operations team is not just reacting but leading.

The next generation of agentic IT operations is here. And for IBM Cloud customers, it is now just one click away.

Wanclouds AI is available on the IBM Cloud Catalog. Visit www.wanclouds.ai to start your free trial or request a demo.