Live Webinar

Beyond Provisioning: Using AI Agents to Deliver Production-Ready Infrastructure

November 10 // 12:00 PM

Provisioning is only one step. See how the Itential Platform combines FlowAgents, governed workflows, and secure execution to coordinate complete infrastructure operations.

Karan Munalingal

SVP of AI Strategy & Innovation

Joksan Flores

Principal Solutions Engineer

Provisioned Doesn’t Always Mean Production-Ready

Infrastructure as Code has transformed how teams provision cloud resources. But completing a Terraform or OpenTofu run does not mean an application is ready for production.

The complete operation may still require network connectivity, routing, firewall policy, DNS, IPAM, approvals, ITSM updates, validation, and changes to systems outside the cloud. These dependencies often sit beyond the IaC workflow, leaving builders and operators to coordinate them manually.

Not every part of that process needs an agent, and not every part should be left to static automation.

In this live technical webinar, see how the Itential Platform brings both approaches together. A FlowAgent handles the variable, context-heavy work: interpreting the request, evaluating live infrastructure conditions, and determining which approved capabilities are needed. Governed workflows coordinate the end-to-end process, including approvals and validation. Itential Gateway, the platform’s execution engine, runs trusted automation close to the infrastructure.

The result is one governed operation spanning cloud, network, security, and operational systems – from the initial request through execution and validation.

What You’ll See

- A production-infrastructure request enters through a user, pipeline, or operational system.
- A FlowAgent interprets the request and evaluates it against live infrastructure context.
- The agent selects from a scoped set of approved workflows and automation tools.
- An existing IaC workflow handles cloud-resource provisioning.
- The Itential Platform coordinates the surrounding network, security, ITSM, approval, and validation processes.
- Itential Gateway executes trusted Python scripts, Ansible playbooks, and other automation inside the infrastructure environment.
- A human reviews high-impact actions before execution.
- FlowAgent Sessions provides visibility into reasoning, tool calls, workflow activity, approvals, and results.
- Post-change validation confirms that the complete service, not only the cloud resource, is ready for production.

Why You Should Watch

If your team already uses Terraform, OpenTofu, Ansible, Python, APIs, or CI/CD pipelines, this session will show you how to extend those investments rather than replace them.

You’ll see where agentic reasoning adds value, where deterministic automation remains essential, and how the Itential Platform brings both together in one governed operating model for builders and operators.

AI handles the variability. Your existing automation performs the work. Itential coordinates and governs the complete operation.

Why It Matters

Infrastructure as Code can provision cloud resources quickly, but network connectivity, security policies, DNS, IPAM, approvals, ITSM updates, and validation still have to happen before the service is ready for production. That takes manual time and coordination efforts across separate tools and teams. This webinar shows how to close that gap by using AI agents for the variable, context-heavy decisions and deterministic automation for the work that executes predictably.

The result is an end-to-end process from initial request through to provisioning, execution, and validation that takes place under one governed operating model.