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Neocloud & AI Data Centers

Agentic Operations for AI Data Center Infrastructure

Neocloud and AI data center operators run multi-site, multi-vendor environments at compute-scale economics, with no room for operations that lag the business. Itential is the agentic operations platform that builds, governs, and executes every change across every site, every vendor, every domain.

The Challenge

Legacy Operations Can’t Keep Up With AI Infrastructure Demand

Current Challenges
With Itential
Site-specific scripts break at every new location
Standardized workflows deployed consistently across every data center
DC Ops escalates routine tasks to senior engineers
Self-service execution with RBAC, approvals, and full audit trails
GPU diagnostics require manual intervention & hours of triage
Automated, event-driven diagnostics collected and escalated in minutes
Vendor lock-in makes every migration expensive & risky
Vendor-agnostic workflows that survive switches from SONiC to Arista to Juniper
Customer provisioning is manual, slow, & error-prone
End-to-end automated activation across network, security, & interconnect
Engineers burn hours maintaining brittle integrations & glue code
Reusable, governed integrations with significantly less maintenance overhead
Current Challenges
With Itential
Site-specific scripts break at every new location
Standardized workflows deployed consistently across every data center
DC Ops escalates routine tasks to senior engineers
Self-service execution with RBAC, approvals, and full audit trails
GPU diagnostics require manual intervention & hours of triage
Automated, event-driven diagnostics collected and escalated in minutes
Vendor lock-in makes every migration expensive & risky
Vendor-agnostic workflows that survive switches from SONiC to Arista to Juniper
Customer provisioning is manual, slow, & error-prone
End-to-end automated activation across network, security, & interconnect
Engineers burn hours maintaining brittle integrations & glue code
Reusable, governed integrations with significantly less maintenance overhead
Why Itential

Proven at AI Infrastructure Scale

Over 10 billion processes automated. GPU cloud providers running real operations at scale, across sites, without adding headcount.

Scale Without Scripts

Standardized workflows that replicate across every data center location. No site-by-site rebuilding, no brittle glue code holding it together.

icon of a brain symbolizing artificial intelligence
AI That Acts Safely

FlowAgents reason and act through one governed execution layer. RBAC, approval gates, and rollback at every step.

Event-Driven Operations

Alerts trigger workflows automatically. Diagnostics collected, tickets opened, remediation launched. Hours become minutes.

Existing Automation, Extended

Onboard Ansible, Python, and OpenTofu automations as governed services. No rewrites, no starting over.

Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
Itential gave us the orchestration foundation to standardize execution across every site – empowering ops and CX teams to act, while engineering builds the next layer of automation and AI.
Infrastructure Operations Leader
10x
Faster Incident Triage with Alert-Driven Workflows
30-50%
Fewer Escalations to Engineering with Self-Service Ops
50-70%
Reduction in Operational Toil Across Repeatable Tasks
The Itential Platform

The Agentic Operations Platform for AI Infrastructure

Agents need a governed substrate to act on. Itential builds it: scaled operations across every site, automated GPU diagnostics, vendor-agnostic fabric workflows, and self-service execution for every team that touches infrastructure.

Multi-Site Operations

Scale Operations Across Every Site

Standardized workflows replicate consistently across every data center location, no site-by-site rebuilding, no brittle glue code holding it together. The same workflow runs everywhere.

Explore Workflow Orchestration
Agentic GPU Operations

FlowAgents That Diagnose & Remediate

When a GPU thermal event or network alert fires, FlowAgents query infrastructure state, collect diagnostics through iDRAC/Redfish APIs, open tickets, and trigger remediation. Hours become minutes.

Explore FlowAI
Extend Existing Investments

Build Once, Run Across Every Vendor

Vendor-agnostic workflows that survive switches between SONiC, Arista, Juniper, and beyond. Onboard existing Ansible and Python automation as governed services, no rewrites, no lock-in.

Explore Automation Engineering
Customer Activation

Provision Customers in Minutes, Not Days

Automate end-to-end customer onboarding across network, security, and interconnect providers. Provisioning time drops from days to minutes, with validation built in to reduce errors and rework.

Explore Self-Serve Operations
Use Cases

Where Neocloud & AI Data Center Operators Put Itential to Work

From new site bring-up to event-driven GPU operations to tenant provisioning, AI infrastructure operators use Itential to govern every change across every site, every vendor, every domain. Real production patterns running today.

New Site Bring-Up at GPU-Cloud Pace

Stand up new GPU sites without rebuilding the operating model. Workflows ship as code from existing data centers to new ones, fabric configuration, customer activation, monitoring integrations, all consistent on day one. The fastest path from contract signed to capacity sold.

Event-Driven GPU Hardware Operations

FlowAgents monitor GPU telemetry through iDRAC and Redfish, trigger diagnostic workflows on thermal, ECC, or NVLink events, open tickets with full evidence, and route remediation to the right team. Triage that used to take a senior engineer hours runs as a governed workflow in minutes.

End-to-End Tenant Provisioning & Activation

Customer onboarding orchestrated end-to-end across network, security, and interconnect providers. Tenant isolation, BGP peering, firewall policies, and interconnect circuits provisioned through one governed workflow. Time-to-revenue measured in minutes, not the engineer-days neoclouds can’t afford to spend.

Multi-Vendor Fabric Without Lock-In

Run consistent workflows across SONiC, Arista, Juniper, and whatever the next switch decision brings. Vendor-agnostic data models mean the operating model survives platform changes, no rewriting automation when you swap vendors, no lock-in baked into your business model.

Keep Learning

Go Deeper on Itential for AI Infrastructure

Get Started

Build the Agentic Operations Foundation for AI Infrastructure

See how Itential gives neocloud and AI data center teams the orchestration, diagnostics, and customer activation to scale at AI speed across every site, every vendor, every domain.

Frequently Asked Questions

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Itential enables repeatable orchestration workflows that deploy consistently across every site — so expanding into a new data center doesn’t mean rebuilding automation from scratch. The same workflow that runs in one location runs everywhere.

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Yes. Itential uses vendor-agnostic data models and transformations to keep workflows consistent across SONiC, Arista, Juniper, and other platforms, so switching vendors doesn’t require rewiring your operations model.

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Yes. FlowAgents integrate with iDRAC/Redfish APIs and observability platforms to automatically collect diagnostics when alerts fire, trigger remediation workflows, and open tickets, reducing triage time from hours to minutes.

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FlowAgents reason about operational goals, query live infrastructure state, and execute governed workflows, with RBAC, approval gates, and rollback at every step. Connected external LLMs and AI clients reach infrastructure through the Itential MCP Server. Either way, every AI action runs through the same governed execution layer as every human action, logged, traceable, and reversible.

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Yes. Itential integrates with NetBox and other inventory systems via APIs, enabling dynamic data lookups, automated record updates, and synchronized orchestration workflows across your full stack.

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No. Itential is designed to orchestrate and govern existing automation assets, making them scalable, reusable, and enterprise-grade without requiring teams to start over.