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New: QueryForge Enterprise Intelligent Research 1.0 — Multi-model routing

Enterprise AI Orchestration, Simplified.

Resolve tickets faster with context-aware AI research. Built to accelerate workflows and empower every user on the Now Platform.

ServiceNow Certified
LLM Assist Intelligent Research can run against your local LLM
<your_instance>.service-now.com
Routing Matrix
Active
Network Ops
Claude Sonnet
Service Desk
Perplexity.ai
Identity & Access
Gemini
Finance Ops
Copilot
LLM Assisted Tickets 
12,847
+18% wk
Research/Dev time recouped across all fulfillers
30 days
Research Costs saved
$10.2m

Powering AI routing for modern enterprise platforms.

NORTHWIND
ACME CORP
VANTAGE
MERIDIAN
HELIX IO
Platform

Everything you need to deploy LLMs in production

Built for platform teams running mission-critical ServiceNow and enterprise workflows.

Deep Context Orchestration

Give your AI the complete picture.

Stop limiting your LLM to a single field. LLM Assist Intelligent Research dynamically stitches together short descriptions, acceptance criteria, and historical ticket data into a beautifully formatted, token-optimized payload.

Native RAG & Grounding

Zero hallucinations. 100% your data.

Automatically inject your ServiceNow Knowledge Base and Trusted SOPs directly into the LLM context window. The AI answers using your company standards, not the public internet.

Multi-Modal Attachment Parsing

It reads your spreadsheets so you don't have to.

Go beyond plain text. LLM Assist Intelligent Research securely parses attached Excel spreadsheets (.xlsx) and images, feeding raw tabular data and visual context directly to your chosen AI provider.

Enterprise-Grade Guardrails

Bulletproof data privacy.

Security teams love us. Built-in PII scrubbing automatically detects and strips emails, SSNs, credit cards, and phone numbers from ticket payloads before they ever cross the wire.

Dynamic Routing Matrix

The right model for the right team.

Not every ticket needs a heavy model. Dynamically route Tier 1 Service Desk tickets to faster, cheaper models, while reserving heavy-hitters like GPT-4o or Claude 4.8 for the most complex workloads.

Automated Document Generation

From API to Inbox-Ready.

Need to share findings with stakeholders? Toggle a single system property and LLM Assist Intelligent Research automatically generates a beautifully formatted Microsoft Word document containing the AI's full analysis, attaching it directly to the record for easy distribution and auditing.

Developer-Grade Formatting

Code that actually looks like code.

Say goodbye to unreadable text blocks in LLM responses. Built-in VS Code-style syntax highlighting renders scripts perfectly, while intelligent deep-linking automatically turns record numbers (like INC0010259) and URLs into clickable ServiceNow links.

Actionable Telemetry & Auditing

Full visibility into every token.

Never guess what your AI is costing you. The built-in telemetry engine silently logs every transaction, allowing you to track response times, HTTP statuses, provider usage, and token consumption across your entire instance.

Smart Auto-Tagging

Report effortlessly.

Records are automatically tagged with the exact provider, specific model version (e.g., GPT-4o, Claude 3.5 Sonnet). Reporting on AI-assisted task resolution has never been easier.

Threaded Context Engine

Follow-up without losing the thread.

LLM Assist Intelligent Research features a Threaded Context Engine. Users can ask follow-up questions right from the ticket, and the AI will perfectly recall the original record data alongside its own previous analysis—creating a seamless, token-optimized conversational workflow right inside ServiceNow.

Instant Knowledge Capture

Turn AI brilliance into company policy.

Don't let valuable AI-generated solutions disappear into closed tasks. With a single click, seamlessly convert comprehensive LLM responses into fully formatted, actionable Knowledge Base articles, instantly enriching your platform's self-service library.

Secure BYO-Key Architecture

You hold the keys. You control the costs.

Stop paying hidden "AI service" markups. LLM Assist Intelligent Research connects directly to your preferred AI providers using your own enterprise API keys. By cutting out the middleman, you maintain full billing transparency and leverage your existing negotiated enterprise AI rates.

Threaded Context Engine

Follow-up without losing the thread.

LLM Assist Intelligent Research features a Threaded Context Engine. Users can ask follow-up questions right from the ticket, and the AI will remember the original context, the previous analysis, and the RAG data — creating a seamless conversational workflow right inside ServiceNow.

  • Persistent ticket-scoped memory across turns
  • Re-uses prior RAG retrievals — no re-grounding cost
  • One-click UI Actions surfaced on the ServiceNow form
INC0029481 — Conversation
Threaded
Agent · Sarah J.

Provide the Exchange powershell cmdlets to create a mailbox.

LLM Assist Intelligent Research · Gemini-3.1-pro-preview responds
  1. New-Mailbox: This cmdlet provisions a new Active Directory (or Azure AD / Entra ID) user object and simultaneously attaches a mailbox to it.
  2. Enable-Mailbox: This cmdlet provisions a mailbox for an existing user object that does not yet have a mailbox (heavily used in directory synchronization or hybrid environments).
  3. Enable-RemoteMailbox: Used exclusively in Hybrid Exchange environments. It mail-enables an on-premises AD user and routes their mail to an associated Exchange Online mailbox.

Here is a comprehensive script to create a brand new cloud mailbox using New-Mailbox. It converts a plain-text password to a System.Security.SecureString, which is required by the -Password parameter.

Agent · Sarah J.

What is the best practice on user creation?

LLM Assist Intelligent Research · remembers prior turn

In modern Entra ID (formerly Azure AD) integrated environments, best practice is often to create the user via Microsoft Graph (New-MgUser from the Microsoft.Graph.Users module) and assign a license (Set-MgUserLicense). Exchange Online sync provisions the mailbox automatically behind the scenes. However, New-Mailbox remains the explicit Exchange cmdlet for this operation.*

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Connect LLM Assist Intelligent Research to your ServiceNow instance.