# 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.

**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.  
MDMalcolm DeLeo·Aug 20, 2026·6 min[Read article →](/content/blog/ai-confidence-gang-hallucination-narrative-fatigue-data-blindness/index.html)

## All posts

**AI Strategy**  
**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.  
MDMalcolm DeLeo·Aug 5, 2026·7 min [Read](/content/blog/the-ai-studio-era-headless-ai-architecture/index.html)

**Data**  
**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.  
MDMalcolm DeLeo·Jun 24, 2026·7 min [Read](/content/blog/ai-models-data-b2b-data-layer/index.html)

**AI Strategy**  
**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.  
MDMalcolm DeLeo·Jun 10, 2026·14 min [Read](/content/blog/ai-narrative-fatigue/index.html)

**RevOps**  
**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.  
SFSamuel Featherstone·May 27, 2026·11 min [Read](/content/blog/context-over-quantity-stop-doing-v-lookups-at-scale/index.html)

**RevOps**  
**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.  
MDMalcolm DeLeo·May 13, 2026·7 min [Read](/content/blog/revops-a-bloated-tech-stack-and-the-knowledge-graph-searching-for-data-nirvana/index.html)

**Sales**  
**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.  
MDMalcolm DeLeo·Apr 29, 2026·4 min [Read](/content/blog/the-salesmans-conundrum/index.html)

**Knowledge Graphs**  
**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.  
MDMalcolm DeLeo·Apr 15, 2026·4 min [Read](/content/blog/why-knowledge-graphs-are-the-missing-piece-of-your-ai-strategy/index.html)

**Knowledge Graphs**  
**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.  
MDMalcolm DeLeo·Apr 1, 2026·3 min [Read](/content/blog/the-quiet-power-of-knowledge-graphs/index.html)

**AI Strategy**  
**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.  
MDMalcolm DeLeo·Mar 18, 2026·4 min [Read](/content/blog/the-ai-bubble-is-leaking-and-why-its-a-good-thing/index.html)

**AI Strategy**  
**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.  
MDMalcolm DeLeo·Mar 4, 2026·4 min [Read](/content/blog/the-ai-hype-cycle-is-missing-the-point/index.html)

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