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Context + ServiceNow

Transform ServiceNow service records into searchable organizational knowledge with an enterprise-grade knowledge graph

ServiceNow is the backbone of IT service management in large enterprises, handling everything from incident tickets and change requests to configuration management and service catalogs. Over time, ServiceNow accumulates an enormous volume of institutional knowledge -- resolution steps for recurring incidents, approval chains for change requests, configuration item relationships, and the tribal knowledge embedded in work notes and comments. But ServiceNow's native search treats each record as an isolated entity. It cannot connect an incident about a network outage to the change request that caused it, the configuration items that were affected, or the Slack conversation where engineers coordinated the response.

Context connects to your ServiceNow instance and extracts the organizational knowledge embedded in incident records, change requests, problem tickets, knowledge base articles, and CMDB relationships. Using permission-aware indexing that respects your ServiceNow access control lists and role-based permissions, Context builds a knowledge graph that maps relationships between incidents, changes, configuration items, people, and the broader context from your entire tool stack.

Unlike cloud-based search tools that require your ServiceNow data to leave your infrastructure, Context deploys entirely on your network -- on-premise, in your VPC, or in air-gapped environments. Your ITSM records, work notes, and configuration data never leave your control. For defense contractors, government agencies, and regulated industries operating under ITAR, FedRAMP, or CMMC requirements, this is not optional -- it is a fundamental prerequisite for any tool that touches IT operations data. Context meets these requirements by design, ensuring that sensitive operational intelligence remains within your security boundary while still making it searchable and actionable through a connected knowledge graph.

Key Capabilities

  • 01Permission-aware record indexing that respects ServiceNow ACLs and role-based access controls, ensuring users only find content they are authorized to see
  • 02Incident resolution pattern extraction that identifies recurring issues and surfaces proven resolution steps from historical tickets, reducing mean time to resolution
  • 03Change request impact mapping that connects change records to affected configuration items, related incidents, and approval workflows across the CMDB
  • 04Work note and comment analysis that captures the troubleshooting reasoning and institutional knowledge embedded in engineer notes, not just the final resolution
  • 05Cross-tool correlation that links ServiceNow incidents to related Slack conversations, Jira tickets, PagerDuty alerts, and GitHub commits automatically
  • 06Knowledge base gap identification that surfaces frequently asked questions from incident patterns that lack corresponding knowledge articles

Use Cases

Accelerated Incident Resolution for Recurring Issues

When a P1 incident fires at 3 AM, the on-call engineer needs to find how a similar issue was resolved six months ago. ServiceNow's native search returns hundreds of incident records with matching keywords but no context. Context surfaces the specific incident where this pattern was previously diagnosed, including the work notes that detail the root cause analysis, the change request that implemented the permanent fix, the configuration items that were involved, and the Slack thread where the team coordinated the response. Engineers resolve incidents in minutes instead of hours, with full citation trails back to the original records.

Change Advisory Board Decision Intelligence

Change Advisory Boards review dozens of change requests weekly but lack visibility into the full risk context. Context connects each change request to historically related incidents, affected configuration items in the CMDB, and past changes that impacted the same infrastructure. Board members can ask natural language questions like "what incidents were caused by similar changes to the payment gateway in the last year?" and get citation-backed answers that reference specific ServiceNow records, enabling informed risk assessment without manual research.

IT Operations Knowledge Continuity

When senior IT staff leave an organization, years of troubleshooting knowledge embedded in their ServiceNow work notes and incident resolutions leaves with them. Context preserves this institutional knowledge in the knowledge graph, connecting resolution patterns to the specific engineers who developed them, the systems they apply to, and the broader operational context. New team members can access the full depth of organizational IT knowledge from day one, with every answer traced back to its source record.

Compliance Audit Trail and Evidence Gathering

Regulated industries must demonstrate IT control effectiveness during audits. Context connects ServiceNow change records, incident timelines, and approval workflows into a searchable knowledge graph that auditors can query. Questions like "show me all emergency changes to production systems in Q3 and their associated incident records" return comprehensive, citation-backed results spanning ServiceNow records, related Jira tickets, and approval documentation -- reducing audit preparation from weeks to hours.

How It Works

SOURCEServiceNowJiraSlackPagerDutyPROCESSINGContext EnginePROCESSINGKnowledge GraphOUTPUTAnswers

Security & Compliance

SOC 2 Type IISOC 2 Type IIGDPRGDPRHIPAAHIPAAISO 27001ISO 27001

Deployment Options

DEPLOYMENT ARCHITECTURE

YOUR INFRASTRUCTUREOn-PremiseK3s / K8s / Bare MetalAPI ServerKnowledge GraphLLM (Ollama)PostgreSQLYour VPCAWS / Azure / GCPEKS ClusterKnowledge GraphKubeAI (GPU)S3 / BlobKARPENTER: GPU SCALE-TO-ZEROAir-GappedNo Internet RequiredAPI ServerKnowledge GraphOllama / MLXLocal StorageYOUR DATA NEVER LEAVES YOUR INFRASTRUCTURE

Frequently Asked Questions

How does Context connect to ServiceNow?

Context integrates with ServiceNow through the platform's REST API using a dedicated service account with read-only permissions. Once configured, Context indexes incident records, change requests, problem tickets, knowledge articles, and CMDB data. The connection is read-only -- Context never modifies your ServiceNow data. All indexing and processing happens on your infrastructure, whether deployed on-premise, in your VPC, or in an air-gapped environment.

Does Context support ServiceNow on-premise deployments?

Yes. Context is designed for on-premise deployment and works with both ServiceNow cloud instances and customer-managed ServiceNow deployments. Context runs entirely on your infrastructure and connects to your ServiceNow instance without routing data through external servers. For organizations operating under ITAR, FedRAMP, or CMMC requirements, Context ensures that indexed ServiceNow data never leaves your controlled environment.

What ServiceNow data does Context index?

Context indexes records from configurable ServiceNow tables including incidents, changes, problems, requests, knowledge articles, and CMDB configuration items. It extracts knowledge from record fields, work notes, comments, attachments, and relationship metadata. Context also maps resolution patterns and builds expertise profiles based on assignment and resolution history. All extracted data is stored in your knowledge graph on your infrastructure.

How does Context handle ServiceNow access controls?

Context respects ServiceNow's access control lists (ACLs) and role-based access controls. When a user searches through Context, they only see results from ServiceNow records they would have access to in ServiceNow itself. This permission-aware indexing ensures that sensitive IT operations data, restricted work notes, and confidential records are never exposed to unauthorized users.

Can Context connect ServiceNow data to other tools?

Yes. Context's knowledge graph automatically links ServiceNow records to related content in other connected tools. An incident record is linked to the PagerDuty alert that triggered it, the Slack thread where engineers coordinated the response, the Jira ticket tracking the permanent fix, and the Confluence page documenting the post-mortem. This cross-tool linking happens automatically through entity extraction and relationship mapping.

How does Context handle ServiceNow CMDB relationships?

Context indexes CMDB configuration items and their relationships, building them into the knowledge graph. This means that when an incident is linked to a CI, Context understands the upstream and downstream dependencies. Engineers can ask questions like "what services are affected if the authentication database goes down?" and get answers that reference both the CMDB topology and historical incident data for those configuration items.

Setup Overview

Connecting ServiceNow to Context requires ServiceNow administrator access and typically takes around 30 minutes. The process involves creating a dedicated service account with read-only access, configuring API access for Context, and selecting which record types and tables to index. Context handles the rest -- indexing begins automatically and the knowledge graph starts building within minutes. No changes to your ServiceNow instance configuration or user workflows are required.

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