Articles & research
60+ articles on enterprise AI ontology. Filter by learning track or browse all.
Google, Microsoft, Palantir, AWS — I Stress-Tested All 7: Here's What Every One of Them Is Missing
New
13 minJun 13, 2026
GoogleMicrosoftPalantirAWS
Palantir Foundry Ontology: How It Works, What Problems It Solves, and Where It Falls Short
New
15 minMar 22, 2026
PalantirOntology
Microsoft IQ vs. ServiceNow: I Built the Layer Both Are Missing
New
13 minMar 19, 2026
MicrosoftServiceNowOntology
The Enterprise AI Ontology Roadmap: 57 Articles, 6 Learning Tracks
8 minMar 15, 2026
RoadmapOntology
MCP + A2A + OWL Ontology: I Built the Agentic Mesh Your Enterprise Agents Are Missing
11 minMar 14, 2026
MCPA2AOntology
PostgreSQL vs Pinecone vs OWL Ontology: I Tested All Three as AI Agent Backends. None of Them Won.
12 minMar 13, 2026
BenchmarkPostgreSQLOntology
The $47 Billion Problem Nobody's Talking About: Why Your AI Agents Are Making Contextually Insane Decisions
7 minMar 8, 2026
Enterprise AIOntology
Migrating Merative Cúram CER Eligibility Rules to Agentic AI: A Production Architecture Guide
13 minMar 1, 2026
Legacy MigrationAgentic AI
I Built an Ontology Firewall for Microsoft Copilot in 48 Hours — Here's the Production Code
14 minFeb 28, 2026
OntoGuardMicrosoft Copilot
Salesforce Agentforce vs. Microsoft Copilot: The Secret War Over the Semantic Layer
11 minFeb 22, 2026
SalesforceMicrosoft
The $12M AI Gap: Why Microsoft and Palantir's Solutions Are Incomplete Without Agent Memory
32 minFeb 15, 2026
MicrosoftPalantirEnterprise AI
Microsoft Fabric IQ vs Snowflake Cortex vs Databricks Unity Catalog: The Enterprise Ontology Showdown
10 minFeb 14, 2026
Enterprise AIComparison
The Ontology Firewall: Why Enterprise AI Agents Are Failing in Production
11 minFeb 8, 2026
Ontology FirewallProduction
Beyond Extraction: Building Production-Grade OntologyOps for AI Agents
14 minFeb 7, 2026
OntologyOpsProduction
From Power BI Dashboard to AI Agent in 30 Minutes
15 minFeb 1, 2026
Power BIAI Agents
The Power BI Ontology Paradox: How 20 Million Dashboards Became Microsoft's Secret Weapon
20 minJan 31, 2026
Power BIMicrosoft
Universal Agent Connector: MCP + Ontology = Production-Ready AI Infrastructure
13 minJan 26, 2026
MCPOntology
OntoGuard: I Built an Ontology Firewall for AI Agents in 48 Hours Using Cursor AI
9 minJan 25, 2026
OntoGuardCursor AI
Microsoft vs Palantir: Two Paths to Enterprise Ontology
8 minJan 24, 2026
MicrosoftPalantirOntology
The 2026 Agent Stack: Why Ontologies Just Became Mission-Critical
8 minJan 18, 2026
Agentic AIOntology
From Ontology to Production: Building a Self-Healing Multi-Agent System with MCP
8 minJan 17, 2026
MCPSelf-Healing
Microsoft Ignite 2025: Why Every Enterprise AI Agent Now Needs an Ontology
7 minJan 14, 2026
MicrosoftOntology
From Protégé to Production: Integrating Your Ontology with Python
12 minJan 10, 2026
ProtégéPythonOWL
Why Every AI Agent Needs an Ontology (And Why Most Don't Have One)
6 minDec 20, 2025
OntologyAI Agents
Building Your First Ontology: A Hands-On Tutorial
9 minDec 13, 2025
OntologyTutorial
Understanding Ontology: The Brain Your AI Has Been Missing
8 minDec 6, 2025
OntologyExplainer
40% of Enterprise AI Projects Are Quietly Dying. They Share the Same Fatal Flaw
10 minNov 28, 2025
Enterprise AIOntology
From Hallucinations to Grounded Reasoning: Knowledge Graphs in Agentic AI
9 minNov 15, 2025
Knowledge GraphsAgentic AI
EU AI Act Meets $140 Billion in Unclaimed Benefits
11 minOct 20, 2025
EU AI ActGovernment
Anthropic Can Read Your COBOL. IBM Lost $31 Billion.
8 minOct 5, 2025
Legacy MigrationCOBOL
YouTube — 54 videos across 6 playlists
Each playlist mirrors a learning track. Start with Foundations or jump straight to your domain.
Track 01
Enterprise Ontology Foundations — Start Here
New to OWL, SHACL, and enterprise ontology? This is where you start.
7 videosWatch playlist →
Track 02
Build the Enterprise Ontology Stack — Architecture + Code Series
The complete enterprise ontology governance stack — layer by layer, architecture decision by architecture decision.
13 videosWatch playlist →
Track 03
Enterprise Agent Security — The Attacks Your Platform Isn't Catching
A READ-only analytics agent tried to release $847,000 in compliance-held payments. Google verified it. AWS Cedar permitted it. IBM passed it. OntoGuard stopped it.
6 videosWatch playlist →
Track 04
Enterprise Semantic Layer — Platform Comparison Series
I stress-tested every major enterprise AI platform against the same semantic framework. Google, Microsoft, Palantir, ServiceNow, Salesforce, AWS, and IBM — one by one.
13 videosWatch playlist →
Track 05
Enterprise AI Deep Dives — Architecture Analysis for Senior Engineers
Architecture analysis for engineers and architects who are past the tutorial stage and want honest, no-hype technical breakdowns.
10 videosWatch playlist →
Track 06
GovTech + Public Sector AI — Production Architecture for Government Systems
19 years in enterprise and government tech — welfare systems, eligibility engines, legacy modernisation.
5 videosWatch playlist →
Subscribe to the OntoArc newsletter
Weekly insights on enterprise ontology and AI agents.
Subscribe on Substack