Example prompts for vibe coding and AI-assisted development

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  • Updated March 12, 2026
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    Summary of Example prompts for vibe coding and AI-assisted development

    This guide provides ServiceNow customers with practical example prompts to effectively use Build Agent for vibe coding and AI-assisted app development on the ServiceNow AI Platform. It covers how to build data models, implement security, create business rules, generate user interfaces, and more using AI-driven prompting techniques.

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    Prompting Best Practices

    • Each submitted message to Build Agent counts as a prompt; responding to clarifying questions also counts.
    • Approve plans before Build Agent creates files to maintain control.
    • Draft messages carefully before submitting to get the most value from each prompt.
    • Refer to general prompting guidelines and use clear, detailed prompts to guide Build Agent.

    Prompt Reference by Goal

    Prompts are categorized by common development goals, with placeholders to customize for your app:

    • Plan: Request detailed plans including tables, fields, roles, and business rules before creation.
    • Prototype: Build a basic app with roles, flows, and UI based on key requirements.
    • Brainstorm: Identify necessary tables, flows, and catalog items for a business problem.
    • Discover: List editable metadata types within a scope.
    • Coach: Get guidance on ideal prompts and pitfalls for specific metadata types.
    • Extend: Add or modify fields, ACLs, business rules, with plan approval before applying.
    • Learn: Explain ServiceNow concepts, usage, and examples.
    • Debug: Troubleshoot errors with stepwise investigation and issue validation.
    • Document: Generate README files and user guides for apps.
    • Test: Create Automated Test Framework (ATF) tests for specific functionality.
    • Security: Add role-based access controls with plan and ACL review.
    • Diagram: Generate ER diagrams showing tables and relationships.
    • Flow: Create flows based on triggers and email notifications.

    Getting Started with Build Agent

    • Prototype a Simple App: Describe a straightforward app, review the plan, and approve to build.
    • Document an Existing App: Summarize architecture, data model, and roles without changes.
    • Extend Existing Apps or Tables: Add fields or business rules safely with documented plans and approvals.

    Starter Prompts

    Use starter prompt templates to safely extend, prototype, or document apps by replacing placeholders with your details, ensuring you get plans for approval before applying changes.

    Advanced Prompting Suggestions

    After initial builds, continue refining your app with prompts to:

    • Create and improve user interfaces.
    • Generate ATF tests and test plans (QA/UAT).
    • Produce release notes, change management plans, and training materials.
    • Build data migration plans and workflow optimization suggestions.
    • Prepare executive summaries and governance documentation.

    Examples of Practical Prompts

    • Build a cash management app with custom tables and states.
    • Add security roles defining view and edit permissions for requesters and fulfillers.
    • Create business rules triggered by workflow state changes, aligned with best practices.
    • Generate tailored UIs for different user roles to submit, view, or update requests.

    Governance and Compliance

    Embed governance requirements directly into prompts to ensure apps meet organizational security, compliance, and quality standards. Examples include:

    • Defining roles and ACLs to restrict data editing.
    • Creating encrypted tables with restricted access.
    • Including audit logging in workflows.
    • Adding testing requirements such as ATF tests.
    • Meeting compliance standards like GDPR with consent tracking.
    • Generating documentation for governance reviews.

    Including explicit security and compliance details in initial prompts helps produce secure and compliant applications aligned with your organization's policies.

    Use these example prompts to build data models, implement security, create business rules, and generate user interfaces when building an app with ServiceNow AI Platform vibe coding and AI-assisted development tools.

    Prompting overview and tips

    For more guidelines on prompting, see General guidelines for Build Agent.

    Get started with prompting

    Additional prompt suggestions

    After you have the foundation of an app created, save your session and keep prompting to refine and extend your app. For example, you can create Automated Test Framework (ATF) tests, generate release notes, and prepare summaries. Some additional prompt ideas include the following examples:
    • Improve generated user interfaces
    • Create ATF tests
    • Create QA and UAT test plans
    • Create a summary of all application functionality
    • Add additional industry-specific use cases
    • Create an announcement
    • Create a user guide
    • Generate release notes
    • Draft change management plans
    • Create training materials for end users
    • Build data migration plans
    • Generate workflow optimization suggestions
    • Prepare executive summary for stakeholders

    Example Build Agent prompt to build an app

    Prompt: Create an application that handles several types of issues related to cash management. Create a custom data model with tables for each type of request. Add fields that are typical for these types of issues to each table. Request tables should extend the Task table. Create custom states for each request type to track issue resolution.

    Figure 1. Build an app prompt outcome
    List of steps completed by Build Agent to build an app

    Example Build Agent prompt to add security to an app

    Prompt: Create a new role and define permissions on the request tables for two types of users:
    1. Requesters who submit issues and can only view their own requests.
    2. Fulfillers who can view and edit all requests.
    Figure 2. Add security to an app prompt outcome
    List of steps completed by Build Agent to add security to an app

    Example Build Agent prompt to add business rules to an app

    Prompt: Create business rules for each request that is triggered by state changes in the workflow. Design the business rules to work together to create business processes aligned to industry best practices for each type of issue.

    Figure 3. Add business rules to an app prompt outcome
    List of steps completed by Build Agent to add business rules to an app

    Example Build Agent prompt to generate different UIs for an app

    Prompt 1: Create an easy to use UI for users with the cash management fulfiller role to view all issues, update and complete them.

    Prompt 2: Create a UI for cash management requesters to submit issues and view or edit issues that they have previously created.

    Figure 4. Generate different UIs for an app prompt outcome
    List of steps completed by Build Agent to generate fulfiller and requester UIs for an app

    Example prompts for governance

    Prompting with governance requirements helps produce secure and compliant applications on the ServiceNow AI Platform. By embedding governance requirements directly into your prompts, you help the AI produce results aligned with your organizational standards for security, compliance, and quality.

    For more information on governance, see Build Agent governance.

    Tip:
    If you have explicit security requirements, include them in your initial prompt.

    Prompt to include security roles and ACLs

    Create an Employee Onboarding app with HR and IT roles, enforce ACLs so only HR can edit personal data.

    Specify data sensitivity

    Generate a table for medical records with encryption enabled and restrict access to compliance officers.

    Request audit and logging

    Build a workflow for expense approvals and include audit logging for all status changes.

    Mention testing requirements

    Create a catalog item for laptop requests and generate ATF tests for submission and approval flows.

    Call out compliance standards

    Develop a leave management app that meets GDPR requirements and includes consent tracking.

    Ask for documentation

    Generate a summary of the app and flow logic for governance review.