Example Build Agent use cases

  • Release version: Australia
  • Updated May 6, 2026
  • 4 minutes to read
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    Summary of Example Build Agent use cases

    Build Agent in ServiceNow Australia release enables customers to enhance various stages of application development beyond simple app creation. It supports activities such as app analysis, modernization, documentation, governance, and learning assistance, helping teams streamline workflows and improve application quality and maintainability.

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    Key Features

    • Documentation creation: Automates creation of knowledge base and readme files, facilitating easier onboarding and user education with clear installation steps and usage guidelines.
    • Learning assistance: Acts as a resource for understanding ServiceNow development best practices, APIs, and platform functionality by summarizing documentation and providing examples.
    • Brainstorming sessions: Captures structured requirements and ideas during development planning, supporting traceability of feedback and decisions.
    • App gap analysis and security posture review: Identifies missing ACLs, test coverage gaps, and security weaknesses, then suggests or generates fixes.
    • Test coverage bootstrapping: Analyzes metadata to generate and run Automated Test Framework (ATF) tests for uncovered areas, triaging failures to improve quality.
    • Architecture diagrams: Creates Mermaid.js diagrams to visualize table relationships and integrations for better understanding of app structure.
    • Workflow scaffolding: Builds common business process workflows including tables, flows, catalog items, notifications, and reporting based on described processes.
    • Migration acceleration and app modernization: Converts source system definitions and legacy customizations into modern ServiceNow configurations using flows and React UI.
    • Data-model scaffolding: Generates ServiceNow tables and relationships from CSV files, screenshots, or textual descriptions to accelerate data model creation.
    • Cross-scope workflows: Enables apps that interact with global tables, e.g., auto-generating incidents based on asset status.
    • Build from user stories and SQL: Uses acceptance criteria or SQL table definitions to create corresponding ServiceNow artifacts including tables, logic, and tests.
    • Post-build summaries and governance: Produces release notes and sets up instance scan checks to enforce organizational standards on naming, security, and code quality.

    Use Cases by Development Goal

    Build Agent supports customers across different development stages with tailored use cases:

    • Explore (read-only): Learn concepts, explain metadata, document apps, generate diagrams, run ATF tests, and audit security compliance.
    • Enhance (modifications): Add or update UI elements, automate manual processes, build REST APIs, generate test suites, and enforce governance standards.
    • Build (new development): Prototype apps from simple descriptions, develop full-featured applications with roles and flows, create self-service portals, build AI agents, and generate automated test coverage from the start.

    Practical Benefits for ServiceNow Customers

    ServiceNow customers can leverage Build Agent to accelerate development cycles, improve code quality through automated testing and governance, modernize legacy customizations, and enhance team collaboration through structured brainstorming and documentation. The tool supports both incremental improvements and strategic transformations, enabling teams to deliver robust, well-governed applications efficiently.

    Use Build Agent for a wide range of development scenarios beyond application creation, including app analysis, modernization, documentation, governance, and learning assistance. Reference these scenarios to identify ways to apply Build Agent across your development workflow.

    Documentation creation

    Use Build Agent to create customized knowledge base articles and knowledge articles, so users can access information and learn the application more easily.

    Build Agent can automate the creation of readme files for source code repositories. Generated readme files provide clear, structured documentation that outlines installation procedures, usage guidelines, and example snippets, which streamlines the onboarding process for new developers.

    Learning assistance

    Use Build Agent as a resource for learning ServiceNow application development practices. You can ask about a wide range of topics, including development techniques, available APIs, and the overall functionality of the ServiceNow AI Platform.

    Build Agent supports continuous learning by summarizing relevant documentation, highlighting key points, and providing concrete examples that illustrate complex concepts, which helps developers grasp and apply general guidelines in their work.

    Brainstorming sessions

    Use Build Agent to refine application development ideas and capture structured requirements for later build steps during brainstorming sessions. Requirements are captured in detail during these sessions, supporting a structured process for developing application features. All ideas are documented so your team can reference previous discussions and integrate feedback during the development lifecycle.

    Additional use cases

    Use the following scenarios to identify specific ways to apply Build Agent in your development workflow.

    App gap analysis
    Summarize an existing app, identify gaps in coverage, and propose targeted enhancements. For example, Build Agent flags tables without ACLs, business rules with no test coverage, and manual steps that could be automated with flows.
    Security posture review
    Open an existing app and audit its ACLs, roles, and data filters. Build Agent identifies gaps such as tables with no ACLs, overly permissive rules, and missing role hierarchy, then generates fixes.
    Test coverage bootstrapping
    Analyze an app's metadata, identify what has zero test coverage, generate Automated Test Framework (ATF) tests for the gaps, run them, and triage failures.
    Architecture diagrams
    Generate Mermaid.js diagrams by querying and collating data from the platform.
    Common workflow patterns
    Describe a common business process — such as intake and approval, escalation routing, or SLA monitoring with dashboards — and Build Agent scaffolds the full workflow, including tables, flows, catalog items, notifications, and reporting.
    Migration acceleration
    Provide your source system's table definitions, business logic, or data model — pasted as SQL, text, CSV, or screenshots — and Build Agent recreates the equivalent tables, fields, relationships, and automation on the ServiceNow AI Platform.
    App modernization
    Analyze legacy customizations such as classic workflows, Jelly UI, and script-heavy logic, then rebuild them using modern patterns: flows instead of workflows, React UI pages instead of Jelly, and structured security instead of script-based checks.
    Data-model scaffolding
    Paste a CSV file, drop a spreadsheet screenshot into the chat, or describe your data model in plain text. Build Agent generates the matching ServiceNow tables, columns, and relationships. For Excel or PDF input, convert to CSV or paste a screenshot first.
    Cross-scope workflows
    Build custom apps that write to global tables such as Incident. For example, auto-generate incidents when assets become overdue.
    Build from user stories
    Point Build Agent at a user story from the rm_story table or paste one from another tool. The acceptance criteria drive development, creating the tables, logic, and tests that satisfy each criterion.
    Note:
    Querying rm_story directly requires the Agile Development 2.0 plugin.
    SQL to table
    Paste a SQL CREATE TABLE definition into the chat and Build Agent translates it into a ServiceNow table with matching column types and relationships.
    Post-build summaries
    Generate release notes and summary documents after the build foundation is complete.
    Instance governance setup
    Create instance scan checks that enforce your organization's standards, including naming conventions, security requirements, and code quality. Checks run as part of your existing instance scan infrastructure.

    Use cases by development goal

    Use the following table to identify Build Agent use cases based on your development stage and goal.

    Table 1. Build Agent use cases by development stage and goal
    Use case Immediate productivity Process and quality improvement Strategic transformation
    Explore (zero risk, read-only)
    • Explain any concept, API, or metadata type in plain language
    • Look up how a specific business rule, flow, or ACL works
    • Document an existing app end-to-end: architecture, security model, and data flows
    • Generate Mermaid diagrams of table relationships and integration points
    • Run existing Automated Test Framework (ATF) tests and triage failures to assess application health before a release
    • Audit security posture: review ACLs, identify missing role controls, and surface compliance gaps
    Enhance (modifications, reviewable before promotion)
    • Add a field, client script, or UI policy to a form
    • Add a catalog variable or update a record producer
    • Add email notifications, scheduled jobs, and flows to automate a manual process
    • Build a scripted REST API for an external integration
    • Generate ATF test suites for untested apps, then run and triage them to establish a quality baseline
    • Add instance scan checks to enforce governance standards across the platform
    Build (new development on non-production)
    • Prototype an app from a one-line description
    • Create a catalog item with variables and a fulfillment flow
    • Build a full app with tables, roles, ACLs, business rules, flows, catalog items, and a UI page
    • Build a Service Portal or workspace for self-service
    • Build AI agents and Now Assist skills to bring intelligent automation into your processes
    • Build from design mockups or a detailed PRD, complete with automated test coverage from day one