Notes from the graph.
Field notes on B2B identity graphs, entity resolution, and the shift to AI-native go-to-market — written by the team building it.
The Architecture Answer: Why Headless Is the Precondition, Not the Plumbing
Headless architecture — decoupling the data engine from every front end — is the precondition for the AI studio model, not just plumbing underneath it.
Why Smart Data Doesn’t Always Mean Trustworthy: Meet AI’s Confidence Gang
Three AI failure modes hide behind confident tone — hallucination, narrative fatigue, and data blindness. Why the fix is architectural, not a better model.
All posts
The AI Studio Era: The Headless Horseman Is the Villain You Don’t Have to Fear Anymore
Fifteen years ago, social media flipped the script on who controls a brand. A shift of the same size is happening to the software stack right now — and it is moving a lot faster.
AI = Models + Data: Why the Data Layer Decides Everything
Most B2B founders obsess over which AI model to use. GraphIQ.AI co-founder explains why the data layer - not the model - determines whether AI actually works.
AI Narrative Fatigue
AI's next problem isn't hallucinations. It's narrative fatigue - when agentic AI produces more output than anyone can absorb. Here's what to do about it.
Context Over Quantity: Stop Doing V-Lookups at Scale
Your GTM motion needs data that thinks in dimensions, not columns. Stop doing V-lookups at scale. Your RevOps teams, your SDRs, your agents – hell, I’ll say even your prospects – all deserve better.
RevOps, A Bloated Tech Stack, and The Knowledge Graph: Searching for Data Nirvana
Struggling with disconnected data and a bloated tech stack? Discover why RevOps leaders are turning to Knowledge Graphs to fix the "garbage in" problem, power up their AI, and finally achieve data efficiency.
The Salesman’s Conundrum
Discover why finding the right company is the biggest hidden hurdle in B2B sales. Learn why standard Generative AI prompts fail at building reliable prospect lists and how using Knowledge Graphs to create "Capability Fingerprints" transforms your Total Addressable Market from a guess into a science.
Why Knowledge Graphs Are the Missing Piece of Your AI Strategy
Discover why Knowledge Graphs are the critical infrastructure missing from modern AI. Learn how moving beyond unstructured data to a "digital library" approach turns generic AI summaries into trusted business intelligence.
The Quiet Power of Knowledge Graphs: Why AI’s Unsung Hero Deserves a Closer Look
Discover why Knowledge Graphs are the missing link in the AI ecosystem. Learn how structured data solves LLM hallucinations, why "boring" infrastructure is the future of tech, and how GraphIQ is building the world's largest living business map.
A Layman’s View of the AI Market: The Bubble is Leaking, and That’s a Good Thing
The AI hype bubble is deflating, but that's a good thing. Discover why the future of AI isn't about the flashiest models, but the quality of data they're built on. Learn how structured data acts like the solid base of a chocolate chip cookie, making AI tools truly useful and reliable.
The AI Hype Cycle is Missing the Point
Stop chasing bigger models. Discover why Knowledge Graphs and structured data are the missing keys to fixing AI hallucinations and powering the next generation of Enterprise AI.
One email. The sharpest thinking on AI-native GTM.
A short note most weeks — new posts, field notes, and what we are learning building the graph. No spam, unsubscribe anytime.