**Agentic AI - Automated KB Generation** is an enterprise-ready ServiceNow solution that automates the end-to-end knowledge generation lifecycle from clustered incidents. Leveraging **Flow Orchestrator** , **Flow Designer** , **Now Assist Skills** , and **AI Search** , the application intelligently recommends the most appropriate knowledge article template, generates structured knowledge content using configurable criteria, routes requests through an approval workflow, and publishes high-quality knowledge articles into ServiceNow Knowledge Management.

The solution includes intelligent processing to determine whether to create a new knowledge article, update an existing one, or skip generation when no meaningful changes are detected, helping organizations maintain an accurate and relevant Knowledge Base. Configurable templates, criteria, system properties, dashboards, and end-to-end generation tracking provide the governance, flexibility, and visibility required for enterprise deployments while optimizing AI usage and reducing manual effort.

**Business Challenge:**

Organizations face increasing support volumes while relying on manual, time-consuming, and inconsistent knowledge creation processes. Valuable knowledge often remains buried within incident data, resulting in duplicated effort, outdated articles, delayed resolutions, and reduced self-service effectiveness. This application addresses these challenges by automating governed knowledge generation, standardizing content through configurable templates and approval workflows, and ensuring that high-quality knowledge is continuously created and maintained with minimal manual intervention.

- **Intelligent Knowledge Article Generation**
- Automatically analyzes clustered incidents and generates structured, high-quality knowledge articles using Flow Designer and Now Assist Skills.
- Generates issue descriptions, troubleshooting steps, resolutions, and other knowledge sections optimized for ServiceNow Knowledge Management and AI Search.

- **Smart Template Recommendation & Criteria-Based Generation**
- Recommends the most appropriate Knowledge Article Template for each incident cluster.
- Generates knowledge content using configurable Criteria Items.
- Automatically applies template-specific criteria with configurable fallback criteria for consistent and accurate knowledge generation.

- **Approval-Driven Knowledge Governance**
- Stores all knowledge generation requests in the Knowledge Generation Tracker.
- Routes requests through an approval workflow before article generation.
- Enables Knowledge Administrators to review requests, modify recommended templates, and approve or reject generation.
- Sends configurable email notifications to approvers.

- **Flow Orchestrator-Driven Automation**
- Uses Flow Orchestrator and Now Assist Skills to orchestrate the complete knowledge generation lifecycle.
- Automates template recommendation, approval workflows, criteria-based content generation, article evaluation, and Knowledge Base updates.
- Improves scalability, governance, execution consistency, and operational efficiency while optimizing Now Assist consumption.

- **Intelligent Knowledge Processing**
- Evaluates clustered incidents against existing Knowledge Base articles.
- Determines whether to create a new article, update an existing article, or skip generation when no meaningful changes are detected.
- Helps maintain a clean, accurate, and up-to-date Knowledge Base.

- **Configurable & Enterprise-Ready Processing**
- Supports extensive configuration through system properties.
- Configurable settings include approval email recipients, knowledge administrator assignment, evaluation thresholds, maximum incident limits, maximum character limits, and processing behavior.
- Enables organizations to adapt the solution without requiring customizations.

- **End-to-End Knowledge Generation Tracking**
- Tracks the complete knowledge generation lifecycle through the Knowledge Generation Tracker.
- Monitors processing status, approval state, selected templates, execution progress, generated knowledge articles, and final outcomes.
- Provides administrators with a centralized interface to monitor and manage all knowledge generation activities.

- **Native ServiceNow Integration & Optimized AI Execution**
- Integrates natively with ServiceNow Knowledge Management, Flow Designer, Predictive Intelligence, AI Search, and Now Assist Skills.
- Delivers scalable, governed, and enterprise-ready knowledge generation through optimized AI execution and deterministic workflow orchestration.