AI-Powered ServiceNow Chat Triage: Incident & Request Router

Triages chat messages into Incidents, Service Requests, or Other using LLM, auto-creates ServiceNow incidents, submits catalog requests via API, or routes to AI agent with web search and memory.

n8n
AI-Powered ServiceNow Chat Triage: Incident & Request Router

This workflow automates the triage of incoming chat messages from support channels, using an LLM-powered text classifier to categorize them as 'Incident', 'Service Request', or 'Everything Else'. For incidents, it directly creates records in ServiceNow with key fields like description, priority, and caller. Service requests trigger an HTTP POST to the Service Catalog API for seamless submission. Uncategorized messages route to an advanced AI Agent leveraging OpenAI models, SerpAPI for web search, and simple memory for contextual, personalized responses.

Key benefits include reduced manual triage time, human-like classification accuracy via GPT-4 level prompts, and scalable handling of high-volume chats without overwhelming support teams. The optional summarization chain condenses long threads into concise ticket summaries, ensuring clean handoffs to backend systems.

Ideal for IT support desks, customer service, or any team using ServiceNow for ticketing. Use cases: 24/7 chatbots in enterprises, HR helpdesks for quick resolutions, or hybrid support where AI handles routine queries while escalating critical issues. Enhances efficiency, improves response times, and maintains conversation history for better service.

$24.99
Last updated October 3, 2026
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How to import this workflow into n8n

  1. 1Purchase or download the workflow to get the n8n workflow JSON file.
  2. 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
  3. 3Open each node marked with a credential warning and connect your own accounts and API keys.
  4. 4Run the workflow once manually to verify the data flow, then toggle it to Active.

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