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.
-
AI Search & RAG · · 6 minApplying GraphRAG for Improved LLM Results
Applying GraphRAG for improved LLM results means structured knowledge cuts hallucination, so enterprises can move GenAI from demo to production safely.
Read article -
AI Search & RAG · · 7 minAI Search 2026: Key Findings From 300 Enterprise Leaders
AI search 2026 key findings from 300 enterprise leaders: 98% are optimizing for it, budgets are shifting fast, and unified, context-rich retrieval is the gap.
Read article -
Future of Work · · 7 minRestructure for Human-AI Agent Collaboration
The state of organizations means rebuilding for human AI agent collaboration: restructure silos into shared intelligent services so people and agents work as one.
Read article -
Knowledge Management · · 6 minSaaS Tool Sprawl Cost: The Hidden Budget Impact
SaaS tool sprawl cost is the hidden budget impact companies miss: redundant subscriptions and unused seats. Here's what the data shows and where to look.
Read article -
Knowledge Management · · 5 minSaaS Sprawl Data: Why Portfolios Add Apps Monthly
SaaS sprawl data shows enterprises add up to 21 apps a month and grow portfolios ~34% a year. That compounding sprawl is the root of enterprise data silos.
Read article - Knowledge Graphs · · 7 min
Neo4j on 2025 AI Scalability: Connected Data Wins
Neo4j's 2025 AI scalability case: connected data and graph structure decide whether enterprise AI accuracy and value keep climbing or plateau.
Read article - AI Search & RAG · · 6 min
GraphRAG vs Vector RAG for Multi-Hop Reasoning
When does GraphRAG vs vector RAG win for enterprise multi-hop reasoning? A decision guide on connected questions, cost, and when graph retrieval is overkill.
Read article - Enterprise AI · · 7 min
Deloitte State of AI: Worker Access Jumps 50%
The Deloitte State of AI in the Enterprise shows worker access growth of 50%, yet value lands only when workflows are redesigned around an AI-native layer.
Read article - Product & Company · · 6 min
Glean, Gartner & the GenAI Knowledge Management Market
Glean is a Gartner emerging leader in GenAI knowledge management apps. Here's what the new category means for the enterprise operational-brain market.
Read article - Knowledge Management · · 6 min
AI Sprawl Survey: When AI Tools Outpace SaaS
An AI sprawl survey shows proliferation of AI tools is outrunning governance. Why piling on disconnected AI tools deepens fragmentation instead of fixing it.
Read article - Future of Work · · 6 min
Microsoft Future of Work 2025: Copilot Productivity
The Microsoft New Future of Work Report 2025 quantifies copilot productivity per task — and shows the time wins only hold when AI is grounded in real context.
Read article - Enterprise AI · · 5 min
Menlo: Enterprise AI Spend Hits $37 Billion
Menlo Ventures' state of generative AI report puts enterprise AI spend at $37 billion, up from $1.7B in 2023. Knowledge-work software is now a real category.
Read article