--- title: AI in LEAP description: AI-powered features in LEAP help administrators generate resolution steps, create problem records, publish knowledge base articles, build playbooks, and discover and execute Ansible automations. locale: en-US canonical_url: https://www.servicenow.com/docs/r/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/exploring-ai-in-leap.html release: australia product: AIOps LEAP \(Learning-Enhanced Automation Playbooks\) classification: aiops-leap-learning-enhanced-automation-playbooks topic_type: concept last_updated: "2026-07-06" reading_time_minutes: 2 keywords: [Now Assist, generative AI, LEAP, AI agent, resolution steps, playbooks, knowledge base, Ansible] breadcrumb: [Learning Enhanced Automation Platform \(LEAP\), ITOM Visibility, IT Operations Management] --- # AI in LEAP AI-powered features in LEAP help administrators generate resolution steps, create problem records, publish knowledge base articles, build playbooks, and discover and execute Ansible automations. LEAP includes several AI-powered features. All features require ServiceNow Otto for IT Operations Management \(ITOM\) to be installed. **Note:** Depending on your license, you will have access to certain application features, generative AI skills, agentic workflows, and AI agents. For more information, see [ServiceNow product tiers](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/intelligent-experiences/ai-native-sku-overview.md).
| AI feature | Description | Use case | Resources |
|---|---|---|---|
| AI-generated resolution steps | Uses generative AI to analyze grouped incidents and generate structured resolution steps for each automation opportunity. Resolution steps can be reviewed and modified before use. | A LEAP administrator wants to produce actionable resolution guidance for a recurring incident pattern without manually authoring steps from scratch. | [Generate and modify resolution steps in LEAP](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/generating-and-modifying-resolution-steps.md) |
| LEAP AI agent | Uses automation opportunities created by LEAP analysis to generate artifacts — problem records, AI-enhanced knowledge base articles, or playbooks — based on user requests. The agent is turned on by default. | A LEAP administrator wants to convert a recurring incident pattern into a problem record, a structured knowledge base article, or a playbook without manually authoring each artifact. | - [AI agent](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/leap-ai-agent.md) - [Create LEAP problem records](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/create-problem-records.md) - [Generate LEAP knowledge base articles](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/generate-aiops-leap-knowledge-base.md) - [Generate LEAP playbooks](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/generate-playbooks.md) |
| Ansible discovery agent | Analyzes automation opportunities and uses AI-powered semantic matching to identify relevant Ansible job templates from Ansible Automation Platform. Presents discovered templates to the LEAP administrator for step-to-job mapping. | A LEAP administrator wants to find the most relevant Ansible job templates for an automation opportunity without manually searching the Ansible catalog. | - [Ansible automation integration](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/ansible-automation-integration-overview.md) - [Ansible discovery agent](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/ansible-discovery-agent.md) |
| Ansible execution agent | Automatically launches mapped Ansible job templates during incident remediation in the Service Operations Workspace. Reports execution status back to the incident responder. | An incident responder wants to trigger an Ansible automation directly from the Service Operations Workspace during active incident resolution, without switching to the Ansible platform. | - [Ansible automation integration](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/ansible-automation-integration-overview.md) - [Execute Ansible automations for incidents](https://raw.githubusercontent.com/ServiceNow/ServiceNowDocs/australia/markdown/australia/it-operations-management/aiops-leap-learning-enhanced-automation-playbooks/execute-ansible-automations-for-incidents.md) |