Notes on enterprise knowledge & semantic AI

How teams connect their tools, find what they already know, and put a semantic layer to work — written plainly and grounded in real sources.

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  Knowledge Graphs · Jun 15, 2026 · 7 min

  Semantic Layers: The Catalog Owner Playbook

  The semantic layers catalog owner data leader playbook: who owns shared business vocabulary, how to govern it, and a 90-day rollout plan.

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  Future of Work · Jun 12, 2026 · 7 min

  Everything Recorded: Capturing Enterprise Tacit Knowledge

  How everything-recorded enterprise tacit knowledge capture by default turns conversations into a living context layer that AI agents can reason over.

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  Product & Company · Jun 8, 2026 · 6 min

  Databricks Unity Catalog: A Universal Semantic Layer

  The Databricks Unity Catalog universal semantic layer makes metrics first-class assets, signaling catalogs are becoming the governance core for AI.

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  Enterprise AI · Jun 5, 2026 · 7 min

  AI Transformation Predictions 2026: Don't Weaponize Inefficiency

  AI transformation predictions for 2026 weaponize inefficiency when bolted onto broken processes. The fix: a unified semantic layer plus audited autonomy.

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  Enterprise AI · Jun 1, 2026 · 6 min

  AI Spending Forecasts 2026: Gartner, IDC, Stanford

  AI spending forecasts 2026 from Gartner, IDC, and Stanford measure three different things. Here is what each number counts and how to cite it correctly.

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  Industry Use Cases · May 29, 2026 · 7 min

  UNIQA Insurance AI Assistant Case Study

  The UNIQA Insurance enterprise AI assistant case study shows how an AI brain over fragmented compliance docs reclaimed 30-40% of staff search time.

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  Future of Work · May 25, 2026 · 6 min

  Turnover: The Hidden Threat to Institutional Knowledge

  Employee turnover institutional knowledge loss is a continuity threat, not just a hiring cost. Here is what walks out the door and how to keep it.

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  Product & Company · May 22, 2026 · 6 min

  ServiceNow Otto: One Permission-Aware AI Layer

  The ServiceNow Otto unified AI experience control tower shows why enterprises want one permission-aware conversational layer, not isolated AI inside each app.

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  Knowledge Graphs · May 18, 2026 · 6 min

  Ontology-Grounded Reasoning for Snowflake Cortex Agents

  Ontology grounded reasoning in Snowflake Cortex agents lifted benchmark accuracy from 50% to 78%. Here's why typed relationships beat raw schemas.

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  Knowledge Graphs · May 15, 2026 · 6 min

  Neo4j NODES 2025 Recap: Graph + GenAI in Production

  A Neo4j NODES 2025 recap of graph GenAI use cases: how GraphRAG, knowledge graphs, and agent memory moved from prototypes into production systems.

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  Knowledge Graphs · May 11, 2026 · 6 min

  Knowledge Graph 230% ROI: The IDC Neo4j Study

  The knowledge graph 230 percent ROI IDC Neo4j study gives CFOs hard numbers: $4M annual benefit, sub-8-month payback, and 44% fewer AI hallucinations.

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  Knowledge Management · May 8, 2026 · 6 min

  The Knowledge Delivery Problem: Why Teams Re-Research

  The enterprise knowledge delivery problem and re-research silos waste hours: good intelligence exists but never reaches the decision. Here is the fix.

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