Platform

From Scattered Knowledge to Cited Enterprise Answers

Enterprise knowledge lives in dozens of disconnected places. The Knowledge Fabric unifies documents, policies, procedures, contracts, communications, and records into a single governed layer that retrieves cited answers — not just search results.

Every answer includes source citations, confidence scoring, permission-aware retrieval, and optional human review routing — so your teams get trustworthy answers from authoritative sources, not guesses.

Cited-Answer Retrieval Pipeline
Query Origin
User Question Natural language · API · Workflow trigger
Retrieval Pipeline
Permission Check Role · Scope · Policy
Source Retrieval Vector · Keyword · Hybrid
Context Assembly Entity Linking · Fusion
Confidence & Source Grounding — decision gate —
High Confidence
Cited Answer
With source citations & confidence score
Low Confidence
Human Review Required
Reviewer evaluates · Approves · Sends back
Audit Log
Query Recorded·Source Citations·Confidence Score·Review Decision·Full Traceability
Input
Retrieval
Decision Gate
High Conf.
Review
The Problem

Why Normal Search Is Not Enough

Employees don't know where knowledge lives. Search returns documents, not decisions. Policies conflict across locations. Answers need source grounding, permissions must be respected, and stale documents create risk.

Search Without Knowing Where

Ask questions in natural language and get answers with source citations, without knowing which system contains the answer.

Cross-System Relationships

Connect knowledge across documents, emails, policies, and records to surface insights that span multiple systems.

Verified, Cited Responses

Every answer includes source attribution, confidence scores, and citation trails for audit and verification.

Governed Access Control

Permissions and access controls apply to search results, ensuring compliance with data governance requirements.

Knowledge Freshness

Continuous indexing and change detection ensure answers reflect current policies, procedures, and documentation.

Human-in-the-Loop Review

Flag responses for human review based on confidence thresholds, policy requirements, or defined business rules.

Knowledge Domains

What the Knowledge Fabric Understands

The knowledge fabric goes beyond keyword search to understand the meaning, relationships, permissions, and context of enterprise information — producing cited answers, not document lists.

Customer Service & Support

  • Support agents query policies, product docs, and resolution history in real-time
  • Customer-facing portals surface policy answers with source documentation
  • Knowledge base articles auto-generated from resolution patterns

Operations & Compliance

  • Policy query compliance checks with documented audit trails
  • Contract review against current policies and procedures
  • Employee self-service for HR, benefits, and procedural questions

Sales & Relationship Management

  • Account teams query historical context across communications and documents
  • Proposal and presentation prep with relevant case studies and references
  • Competitive intelligence synthesis from internal and market sources

Research & Analysis

  • Analysts query across document repositories, databases, and research archives
  • Regulatory research with citation trails for compliance documentation
  • Market intelligence aggregation from internal reports and external sources
Trust & Safety

Trust Controls

Every knowledge interaction is governed by a set of trust controls that ensure answers are accurate, attributable, permission-respecting, and auditable — so your organization can rely on AI-generated answers.

1

Knowledge Audit

Map existing knowledge sources, identify gaps, and establish indexing priorities for your knowledge fabric.

2

Source Connection

Connect document repositories, policy systems, email archives, and knowledge bases through secure integrations.

3

Index & Configure

Build the knowledge graph, configure access controls, and establish review workflows and confidence thresholds.

4

Production Operations

Ongoing indexing, performance monitoring, review queue management, and continuous improvement.

Governance & Auditability Built In

Every knowledge interaction includes full traceability for compliance and operational review.

  • Access control enforcement at query and response level
  • Complete audit trail of queries, responses, and reviews
  • Configurable flagging for human review based on topic or confidence
  • Usage analytics and knowledge gap identification
Example Governance Workflow
1 User submits knowledge query through portal or API
2 System checks permissions and applies access controls
3 Knowledge graph generates response with confidence score
4 If confidence below threshold or flagged topic → route for review
5 Approved response delivered with full citation and audit log

Knowledge Fabric Use Cases

Governed knowledge access across enterprise operations—every use case configured for your data, permissions, and review requirements.

Policy & Procedure Q&A

Staff ask policy questions in natural language and receive cited answers from current policy documents—flagged for review when confidence is low.

Source: Policy manuals, SOPs, training docs
Access control by role and department
Full audit trail of every query

Contract Intelligence

Query contract portfolios for specific clauses, renewal terms, or compliance obligations—cross-referenced against approved language and flagged for legal review.

Source: Contract repositories, DMS, email
Clause-level citation and confidence scoring
Flag for legal review on deviation thresholds

Service Resolution Search

Support teams search across resolution history, product docs, and policy knowledge simultaneously—surfacing answers with source citations for every customer interaction.

Source: CRM, KB, email archives, docs
Confidence-based review routing
Session-level audit logging

Regulatory Research

Research teams query across regulatory documents, compliance guidance, and internal policy interpretations—with citation trails ready for audit documentation.

Source: Regulatory databases, internal guidance
Citation trails for compliance documentation
Configurable flagging by regulation type

HR Self-Service

Employees query benefits, leave policies, and procedural questions with answers drawn from current HR documentation—escalated to HR team when confidence falls below threshold.

Source: Employee handbook, benefits docs, HR portal
Role-based answer scoping
Review queue for flagged responses

Business Intelligence Synthesis

Analysts query across reports, research archives, and market data to synthesize findings—surfacing relevant sources for every insight with confidence indicators.

Source: BI reports, research archives, market data
Cross-system relationship mapping
Usage analytics and knowledge gap reporting
Knowledge Fabric

Turn Scattered Knowledge Into Cited Enterprise Answers

Schedule an AI use-case review to evaluate which knowledge domains to unify first, what trust controls to apply, and how to deliver cited answers your teams can rely on.

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