--- sourceDocument: Australia IT Operations Management sourceDocumentLink: https://www.servicenow.com/docs/r/australia/it-operations-management Release : - australia ft:locale : - en-US ft:publication_title : - Australia IT Operations Management ft:clusterId : - itom bundleId : - itom workflow : - Technology --- # AI in Service Mapping # AI in Service Mapping {#ariaid-title1} Release version: Australia Updated July 8, 2026 ![](https://www.servicenow.com/docs/portal-asset/ico-clock) 2 minutes to read Summarize ![AI sparkle icon](https://servicenow.com/docs/portal-asset/ai-sparkle-icon) Summarized using AI This content was generated using new OpenAI-powered functionality. Results are provided on an as is basis and are not guaranteed to be accurate or complete. ## Summary of AI in Service Mapping AI-powered features in Service Mapping automate the creation and maintenance of service maps, connect business applications to discovered services, and enable natural language queries of live service topology. These capabilities require the ServiceNow Otto for IT Operations Management (ITOM) and depend on your license tier for access to specific AI skills, workflows, and agents. Show full answer Show less ## Key Features * **Service Mapping MCP Server:** Provides structured, read-only access to live application service data (including full service topology and server impact graphs) for external AI clients via the Model Context Protocol (MCP). It enforces instance ACLs and uses OAuth 2.0 with JWT tokens for authentication. This enables administrators to query service topology and identify mapping gaps using natural language without navigating the UI. * **AI Agents and Agentic Workflows:** * **Service Mapping AI Agent:** Automatically creates service maps from machine learning-powered Application Service Candidates by evaluating and filtering noise to build service topology in the CMDB. Ideal for processing large volumes of candidates without manual review. * **Business App Mapping AI Agent:** Automatically maps relationships between Business Applications and discovered Application Services in the CSDM by invoking the Business App Identification skill. Available via Feature Preview Program, it eliminates manual mapping efforts. * **Analyze Potential Impact Agentic Workflow:** Assesses how change requests might impact servers and services by analyzing affected CIs and displaying risk analysis in the ServiceNow Otto panel and change request work notes. Supports informed decision-making for change approvals. ## Key Outcomes * Automated creation and updating of accurate service maps in the CMDB, reducing manual administrative effort. * Enhanced visibility into service topology and impact analysis using natural language queries and AI-driven insights. * Improved change management through AI-assisted impact assessments, enabling faster and more informed approval decisions. * Streamlined connection of business applications to underlying services, ensuring accurate business context in the CSDM. AI-powered features in Service Mapping help administrators automate service map creation, connect business applications to discovered services, and query live service topology using natural language. Service Mapping includes several AI-powered features. All features require ServiceNow Otto for IT Operations Management (ITOM) to be installed.{#ai-workflows-service-mapping__ai-workflows-service-mapping-para-1} 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://www.servicenow.com/docs/access?context=ai-native-sku-overview&version=australia&pubname=australia-intelligent-experiences&ft:locale=en-US). ## MCP servers {#ai-workflows-service-mapping__section-sm-mcp-servers} The Service Mapping MCP server exposes instance data to external AI clients through the Model Context Protocol, giving those clients structured, ACL-enforced access to live application service data.{#ai-workflows-service-mapping__ai-workflows-service-mapping-mcp-para-1} {#ai-workflows-service-mapping__table_sm-mcp-servers__entry__4} | AI feature | Description | Use case | Resources | |-|-|-|-| | Service Mapping MCP server | Exposes five read-only tools through the CMDB MCP Server. The tools give AI clients such as Claude structured access to live application service data, including full service topology, server impact graphs, and unmapped CIs. Authentication uses OAuth 2.0 with JWT tokens and enforces the same ACLs as standard instance API calls. | A Service Mapping administrator or operator wants to query service topology, identify mapping gaps, or assess server impact. They do so by using natural language in an AI client, without navigating the instance UI. | * [Service Mapping MCP tools](https://www.servicenow.com/docs/AWlR8340JPcU4l8wMGeg9w "The Service Mapping tools expose live application service data and enable AI clients to query service topology, identify mapping gaps, and create application services in natural language.") * [Activate the CMDB MCP Server for Service Mapping tools](https://www.servicenow.com/docs/E1yOJbRK2OGnOEe812gKbA "Activate the CMDB MCP Server and configure the OAuth inbound integration so that external AI clients can connect to your ServiceNow instance and query application service data.") * [Connect Claude Desktop to the Service Mapping MCP Server](https://www.servicenow.com/docs/VBG2d9s6ZbNliHvYG8gdzQ "Add the Service Mapping MCP Server as a custom connector in Claude Desktop so you can query application service data from your ServiceNow instance in natural language.") * [Service Mapping MCP tools reference](https://www.servicenow.com/docs/xRwik2G1UEst~Sxld_nKgA "Details on the six Service Mapping MCP tools, including their inputs, outputs, and example natural-language queries for use with Claude, and service creation workflows.") | [Table 1. MCP servers in Service Mapping] {#ai-workflows-service-mapping__table_sm-mcp-servers} ## AI agents and agentic workflows {#ai-workflows-service-mapping__section-sm-ai-features} Service Mapping AI agents and agentic workflows automate service map creation, business application mapping, and change impact analysis.{#ai-workflows-service-mapping__ai-workflows-service-mapping-ai-para-1} {#ai-workflows-service-mapping__table_ai-workflows-service-mapping__entry__4} | AI feature | Description | Use case | Resources | |-|-|-|-| | Service Mapping AI Agent | Autonomously creates service maps from ML-powered Application Service Candidates (ASCs). The agent evaluates candidates, filters noise such as monitoring clients and operating system processes, and creates the service topology in the CMDB. | A Service Mapping administrator wants to process a large volume of ML-powered candidates and create service maps automatically, without reviewing each candidate individually. | * [AI Agents for Service Mapping](https://www.servicenow.com/docs/x~DsXRBRJ61uqGKtagwZPQ "The Service Mapping AI agents automate the creation and maintenance of service maps in the Configuration Management Database (CMDB), reducing manual effort for Service Mapping administrators.") * [Activate AI Agents for Service Mapping](https://www.servicenow.com/docs/1YUQiiA0Gl3MQWi~PRiJuQ "Activate the Service Mapping AI Agent and the Business App Mapping AI Agent from the Service Mapping home page to start automated service map creation.") | | Business App Mapping AI Agent | Automatically creates CSDM Consumes::Consumed by relationships between Business Applications and discovered Application Services by invoking the Business App Identification skill. Note: The Business App Mapping AI Agent is available through the Feature Preview Program. For more information, see [Feature Preview Program](https://www.servicenow.com/docs/access?context=feature-preview-program&version=australia&pubname=australia-platform-administration&ft:locale=en-US). | A Service Mapping administrator wants to connect discovered application services to their business application context in the CSDM without manually mapping each relationship. | * [AI Agents for Service Mapping](https://www.servicenow.com/docs/x~DsXRBRJ61uqGKtagwZPQ "The Service Mapping AI agents automate the creation and maintenance of service maps in the Configuration Management Database (CMDB), reducing manual effort for Service Mapping administrators.") * [Activate AI Agents for Service Mapping](https://www.servicenow.com/docs/1YUQiiA0Gl3MQWi~PRiJuQ "Activate the Service Mapping AI Agent and the Business App Mapping AI Agent from the Service Mapping home page to start automated service map creation.") | | Analyze potential impact agentic workflow | Analyzes how a change request might affect relevant servers and services. The agent verifies prerequisites, retrieves the change request, selects up to 10 affected servers, identifies matches with suggested services, and displays an impact analysis in the ServiceNow Otto panel. The analysis is also saved to the change request work notes. Uses the Service Mapping Candidate and Service Mapping Candidates Impact skills. | An operator or change manager wants to assess the risk of a change request before approving it, without manually reviewing all affected CIs. | * [Analyze potential impact agentic workflow](https://www.servicenow.com/docs/wvd9PN8LflMhZxNzdYWUJg "The Analyze potential impact agentic workflow analyzes how a change request might impact servers and services. This analysis helps you make informed decisions about the next steps regarding the change request.") * [Assess a change request with the Analyze potential impact workflow](https://www.servicenow.com/docs/VOJuWh1z5DkFIvmlPf1vdg "Use the Analyze potential impact agentic workflow to assess the effects of a change request. This workflow highlights the potential impacted servers and suggested services to help you identify risks, benefits, and make any necessary adjustments.") * [Activate the Service Mapping Candidate skill](https://www.servicenow.com/docs/cLRzyS25fyW7ENI9ZzMe4g "The Service Mapping Candidate skill provides ServiceNow Otto the ability to classify app service candidates and generate a description for them. The skill is active by default. If needed, administrators can activate or deactivate the skill.") * [Activate the Service Mapping Candidates Impact skill](https://www.servicenow.com/docs/N7pM71DWMdt6xkwqmFzkJg "The Service Mapping Candidates Impact skill analyzes connections and effects on servers. It enables generating an impact summary, using ServiceNow Otto. The skill is active by default. If needed, administrators can activate or deactivate the skill.") | [Table 2. AI agents and agentic workflows in Service Mapping] {#ai-workflows-service-mapping__table_ai-workflows-service-mapping} * **[Analyze potential impact agentic workflow](https://www.servicenow.com/docs/wvd9PN8LflMhZxNzdYWUJg)** The Analyze potential impact agentic workflow analyzes how a change request might impact servers and services. This analysis helps you make informed decisions about the next steps regarding the change request. * **[AI Agents for Service Mapping](https://www.servicenow.com/docs/x~DsXRBRJ61uqGKtagwZPQ)** The Service Mapping AI agents automate the creation and maintenance of service maps in the Configuration Management Database (CMDB), reducing manual effort for Service Mapping administrators. * **[Service Mapping MCP tools](https://www.servicenow.com/docs/AWlR8340JPcU4l8wMGeg9w)** The Service Mapping tools expose live application service data and enable AI clients to query service topology, identify mapping gaps, and create application services in natural language.