Beyond the Depth Wall: Solving Deep Graph Traversal
Why deep graph traversal breaks most engines. How Data Graphs runs deep queries orders of magnitude faster than Neo4j, in a fraction of the memory, and with...
Paul Wilton
Steve Liles Blog
Insights, tutorials, and updates from the Data Graphs team on knowledge graphs, agentic AI, and enterprise data architecture.
Paul WiltonSteve Liles 
AI Observability in high-trust environments starts with a governed Information Backbone
In high-trust environments where information evolves constantly, measuring AI accuracy is not enough. A governed information backbone is what makes AI systems...
Matt Shearer 
Bitmovin & Data Graphs : What Netflix built and WHY it matters for everyone else.
AI-powered video intelligence is no longer reserved for organizations with Netflix's engineering resources. Here is how Bitmovin and Data Graphs make it a...
Donna Esfandiary 
The quiet power of Reference Data for Machine-Readability
Governed, shared reference data is the stable vocabulary your information backbone speaks in. Without it, every system upstream and downstream (yes - including...
Matt Shearer 
Build or buy your information backbone?
Why the true cost of building a governed information backbone for a high-trust environment is almost always underestimated - and what that means for your build...
Matt Shearer 
Why Your AI Keeps Getting It Wrong (And What Actually Fixes It)
Most AI systems get answers wrong because they lack context and cannot reliably connect the dots between data points. Structuring relationships between data...
Donna Esfandiary 
What is an information backbone? A plain-language definition for operational leaders
Written for organizations that already have systems, already have data, and are still unable to get immediate answers to their crucial business questions.
Matt Shearer 
Why AI needs a governed information backbone - not just better prompts
In regulated and high-trust environments, AI reliability is a foundation problem.
Matt Shearer 
Machine-readable information architecture is better for your people too
Why better information architecture improves the experience of the humans in your operation - and why that makes the business case stronger, not weaker.
Matt Shearer 
What does "machine-readable" really mean for digital product labels?
Why the shift to machine readability is a meaning problem, not a format problem - and what it demands from your organization.
Matt Shearer 
Vector finds similar. Graph finds true.
Vector search finds what's similar, Knowledge Graphs find what's true. The most powerful private-data AI systems know when to use each.
Paul Wilton 
How Multi-Modal Knowledge Graphs Are Transforming Sports Media
An AI-powered multimodal knowledge graph unifies video, sports data, and AI to turn all your sports media into an intelligent, explorable hub—enabling faster...
Paul Wilton