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AI-Powered Enterprise Knowledge Graph Platform for Identity Governance and Access Risk Management

A Neo4j-based knowledge graph and conversational AI layer that gives enterprises real-time visibility into users, roles, permissions, and access risk.

Nov 1, 2025
Published
MoreYeahs
Author
Overview
  • Industry: Enterprise IT & Identity Governance
  • Engagement: AI-Powered Identity Governance Platform (EKG)
  • Focus: Access Risk, Compliance, Conversational Governance
Objectives
  • Unify fragmented identity and access data scattered across enterprise systems into a single connected view
  • Automate detection of Segregation-of-Duties (SoD) violations instead of relying on manual review
  • Give governance and compliance teams a conversational way to query access and risk data directly
01 / 06

Customer

The client is an enterprise identity and access governance function looking to replace fragmented, manual oversight with a connected, AI-powered view of who has access to what, and why.

MoreYeahs built EKG (Enterprise Knowledge Graph), an AI-powered Identity Governance and Access Management platform that connects identity data from multiple enterprise systems into a single graph, giving the organization visibility into users, roles, permissions, and the business processes they touch.

02 / 06

Business Challenge

Identity and access data lived in fragmented systems, which made detecting Segregation-of-Duties (SoD) violations a manual, time-consuming, and largely reactive exercise.

01

Fragmented Identity Data: User, role, and permission data was scattered across multiple systems with no unified view.

02

Manual SoD Detection: Segregation-of-Duties violations were caught through manual review rather than continuous monitoring.

03

Limited Contextual Insight: Traditional governance tools offered little context on how access related to actual business processes, and were difficult for non-technical stakeholders to use.

03 / 06

Solution

MoreYeahs built EKG on Neo4j, centralizing identity and access data from sources including Microsoft Entra ID and SAP S/4HANA into a connected knowledge graph, and adding a conversational AI layer on top so governance teams could query access and risk insights in natural language.

Connected Identity Graph: Neo4j-based graph modeling unified user, role, permission, and business-process relationships across systems.

Automated SoD & Role Analysis: The platform continuously detects Segregation-of-Duties conflicts and analyzes role and permission overlap rather than relying on periodic manual audits.

Access Lineage & What-If Simulation: Analysts can trace how access was granted over time and simulate the effect of proposed role or permission changes before making them.

Conversational Governance Assistant: An LLM-powered assistant answers natural-language questions about access and risk and surfaces graph visualizations directly.

04 / 06

Technology

The platform combines graph database technology, enterprise identity systems, and conversational AI.

Graph Database: Neo4j powering relationship-based access and identity modeling.Cloud & Enterprise Systems: AWS infrastructure integrated with Microsoft Entra ID and SAP S/4HANA as core identity and business-process sources.Conversational AI: Large Language Models providing natural-language querying over the knowledge graph.Interface: Streamlit-based interface for graph visualization and governance workflows.
05 / 06

Results

By replacing manual review with a connected, queryable graph of identity and access data, the platform shifted SoD and access-risk detection from a reactive, after-the-fact exercise to a proactive one.

01

Proactive Risk Detection: Access risk and SoD conflicts are surfaced automatically rather than discovered during periodic audits.

02

Faster Audit Readiness: Centralized, connected access data improved audit and compliance readiness.

03

Accessible Governance: Conversational access to graph insights let non-technical stakeholders query risk data directly, without needing to write graph queries themselves.

06 / 06

Business Impact

The engagement reframed identity governance from a compliance checkbox into a proactive, AI-assisted discipline the organization could rely on day to day.

01

From Reactive to Proactive: Continuous graph-based monitoring replaced point-in-time manual audits.

02

Stronger Security Posture: Connected visibility into access relationships reduced blind spots that fragmented systems had created.

03

A Reusable Governance Foundation: The knowledge graph and conversational layer give the organization a foundation that can extend to new identity sources as the enterprise grows.

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