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  1. Home
  2. Resources
  3. AIOps from incident intelligence to governed execution

AIOps from incident intelligence to governed execution

August 5, 2026•
Resource type: Overview
Download PDF

Red Hat and ServiceNow help organizations deliver end-to-end AIOps

In IT operations, the incidents, changes, problems, and requests running through IT service management (ITSM) and IT operations management (ITOM) are no longer just recorded, they are the raw material for intelligent, automated action. 

Even when a solution to an incident is identified, it still needs to be implemented. Yet, in most organizations, high-priority incidents still depend on an operator to hunt for context, find the right fix, and either hand off to automation or run remediation manually. The costs compound quickly: rising ticket volumes, redundant troubleshooting, escalations across shifts, mean time to resolution (MTTR) that stays high, and remediation that never makes it back to the incident record with a complete audit trail. 

The challenge is not more tickets or more automation. It is connecting the right automation to the right incident at the right time, without manual handoffs that slow response and raise operational risk.

The ServiceNow Learning Enhanced Automation Platform (LEAP) and Red Hat® Ansible® Automation Platform integration closes that gap. ServiceNow provides the intelligence and workflow context. ServiceNow LEAP is where that begins for incident and problem work. It pulls data from closed-incident history, using machine learning and gen AI clustering to group similar incidents into automation opportunities and rank them by estimated savings and operational impact. It then autonomously generates the resolution steps, knowledge base articles, and problem records needed to act on each one. This helps deliver 3 outcomes: incident resolution, problem management, and knowledge management. LEAP was designed to be fast to set up, so teams can see value early and can run it in parallel with broader AIOps initiatives rather than waiting on a large implementation.

LEAP does this work by focusing its AI-led discovery to find job templates in an existing Ansible Automation Platform library that match the needed steps, connecting to an organization’s environment through the Model Context Protocol (MCP) server for Ansible Automation Platform1 and surfacing the results to responders in the Service Operations Workspace (SOW). Operators stay in ServiceNow while preapproved, governed playbooks run in Ansible Automation Platform with role-based access control (RBAC), credential isolation, approval workflows where required, and a complete audit trail. Results are written back to the ServiceNow record so responders, platform owners, and compliance see exactly what was recommended, what ran, and what changed.

Move from incident intelligence to trusted automated remediation

For production operations, the joint solution addresses continuity of evidence and action. Incident signals, AI-enriched analysis, and remediation outcomes remain aligned on one governed thread across the incident lifecycle, inside ServiceNow, instead of fragmenting across consoles, chat threads, and unofficial fixes.

Resolve faster with intelligence-led workflow automation

When ticket volumes and architectural complexity accelerate, the operational risk is inconsistent handoffs between what ServiceNow knows and what actually runs in production. Organizations see value on multiple fronts:

  • Reduce MTTR from hours to minutes.  Eliminate redundant troubleshooting and repeated escalations. Because LEAP has already mined the resolution steps and matched them to a proven Ansible Automation Platform job template, operators can skip much of the time teams often spend hunting logs and context and move straight to a governed remediation instead of another handoff.
  • Maximize existing automation investments. ServiceNow LEAP surfaces the automation organizations have already built. When it generates resolution steps for an automation opportunity, its discovery agent finds the Ansible Automation Platform job templates that match, mapping proven, existing automation to the steps that resolve an incident. Service and operations teams stop reinventing fixes that already exist.
  • Deliver consistent outcomes. The Ansible Automation Platform playbooks executed are the same pretested, RBAC, and change management aligned work that is already used. The result is the same every time, whether a tier 1 operator, a ServiceNow workflow, or an AI specialist started the process. 
  • Break down isolated team structures. The integration removes the visibility, skills, and trust barriers between service management and automation. Operators work where they already live. ServiceNow teams see the right Ansible Automation Platform playbooks without having to learn the other platform.  The automation organization sees its library actually used in production incidents instead of only in isolated projects.
  • Enforce governance at every step. None of the previous points work without control. Every action runs through Ansible Automation Platform RBAC, credentials, and optional approval paths, with full traceability. Results are written back to the ServiceNow record so the organization retains an audit trail there as well.

Use case: AI-powered ticket enrichment

Most enterprises have more existing Ansible Automation Platform playbooks than frontline operators realize. Job templates are spread across business units, undocumented for the service desk, and often invisible at the moment of need so the same class of incident gets solved again manually while a playbook sits unused.

It starts before the next incident. LEAP clusters similar closed incidents into automation opportunities and, with its AI agents, autonomously generates the resolution steps, knowledge base articles, and problem records for each one. Its discovery agent then reaches into an existing Ansible Automation Platform library through the Ansible MCP server and maps the job templates that match those resolution steps. When a new, similar incident arrives in the Service Operations Workspace, LEAP predicts the automation opportunity it belongs to and surfaces the mapped Ansible playbooks alongside the resolution steps, so the operator can choose to run the suggested automation to resolve the incident. Ansible Automation Platform runs that work with RBAC, isolated credentials, and a full audit trail. Steps without a matching automation stay manual, and the operator handles them in the same flow. When the playbook completes, the ServiceNow record is updated so the incident shows what was recommended, what ran, and what changed.

Organizations gain faster MTTR, higher usage of the Ansible automation they have already built, and a LEAP value dashboard that shows which automations are working and where to expand next. Because LEAP is quick to set up and delivers value from the start, teams can capture these gains early while they continue to mature their AIOps practice, with each resolved incident moving them a step closer to zero service outages.

Learn more about the Red Hat and ServiceNow  solution

Here are several resources to help expand knowledge on the solution and see how to get started:

  • Interactive walkthrough: AIOps with ServiceNow LEAP and Ansible Automation Platform
  • Solution guide: Reducing MTTR with Automated ServiceNow Ticket Enrichment
  • Futurum Research market research paper (March 2026, sponsored by Red Hat): Closing the AIOps gap: Why AI insights need trusted action (registration required)
  1. Turner, Marty, “IT automation with agentic AI: Introducing the MCP server for Red Hat Ansible Automation Platform,” Red Hat blog, 2 Feb. 2026.

Tags:Automation and management

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