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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  Enterprise AI · Feb 9, 2026 · 6 min

  Menlo's $19B 2025 GenAI Spend: Apps Win

  The Menlo Ventures 19 billion gen AI spend 2025 estimate shows budgets flooding the application layer where knowledge work actually happens.

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  Product & Company · Feb 6, 2026 · 5 min

  Kore.ai Leads Forrester Wave Cognitive Search Q4 2025

  Kore.ai named a leader in the Forrester Wave cognitive search Q4 2025 signals analysts now rank enterprise search vendors the way they rank databases.

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  AI Search & RAG · Feb 2, 2026 · 6 min

  Graph-Augmented Retrieval: New arXiv 2512 Findings

  Graph augmented retrieval generation (arXiv 2512) shows metadata enrichment lifting RAG precision to 82.5%. What the research means for enterprise search.

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  Industry Use Cases · Jan 30, 2026 · 6 min

  Customer Service Human-AI Blend: 2026 Knowledge Base

  The customer service human AI intelligence blend in 2026 works only when a knowledge base grounds the copilot. Here is what the Gartner data shows.

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  Product & Company · Jan 26, 2026 · 6 min

  Mindbreeze IDC MarketScape: Knowledge Discovery 2025

  Mindbreeze IDC MarketScape knowledge discovery software 2025 names a Leader and confirms a distinct, vendor-ranked market for surfacing enterprise knowledge.

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  Enterprise AI · Jan 23, 2026 · 7 min

  McKinsey State of AI 2025: Why Agents Stall in Pilots

  The McKinsey state of AI 2025 shows agentic scaling stuck in pilots. Agents lead in IT and knowledge management; the missing piece is knowledge infrastructure.

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  Product & Company · Jan 19, 2026 · 5 min

  Freshworks AI-Powered Employee Experience

  Inside the Freshworks AI-powered employee experience and complexity-to-growth bet: the new EX battleground, the Cost of Complexity data, and why it matters.

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  Enterprise AI · Jan 16, 2026 · 6 min

  ABI Research Global AI Market Size: The Real TAM

  The ABI Research global artificial intelligence market size hits US$467B by 2030. Here's what that TAM means for enterprise knowledge tooling.

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  Industry Use Cases · Jan 12, 2026 · 7 min

  Healthcare AI: Regulated, Siloed Data Meets Search

  The state of AI in healthcare shows regulated, siloed data is the proving ground for specialized AI search over unstructured institutional knowledge.

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  Knowledge Graphs · Jan 9, 2026 · 6 min

  Knowledge Graphs Reveal Hidden Meaning in Data

  How knowledge graphs reveal hidden meaning in enterprise data by exposing the relationships flat databases leave invisible, so people and AI agents get answers.

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  AI Search & RAG · Jan 5, 2026 · 5 min

  Guided-Traversal RAG: Fixing Multi-Hop Retrieval

  Guided traversal RAG from OpenReview targets multi-hop retrieval, the failure enterprise RAG hits most. How graph walking beats brute-force search.

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  AI Search & RAG · Jan 2, 2026 · 5 min

  GraphRAG: Making Your Data AI-Ready in 2026

  GraphRAG and knowledge graphs make data AI-ready for 2026 by giving retrieval structure and traceability. Here is what that means for Fluree-style enterprise AI.

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