AI Agents · Tools The Tools Behind Accurate AI Agents (And What Sets Graph Research Labs Apart) Why RAG and most agentic AI tools fall short on accuracy – and how the Graph Research Labs suite of tools helps organisations close the gap and keep pace with changing regulations. Dougal Watt CEO & Co-founder,Graph Research […]
AI Agents · Ontology How to Get AI Agents into Production (And Keep Them Accurate) How to create and use an ontology with our AI-Assisted Ontology Modelling Methodology, and how an agent harness needs to be implemented to govern agents in production. Dougal Watt CEO & Co-founder,Graph Research Labs Making AI Agents Work · Part […]
AI Agents · Knowledge Graphs Why AI Agents Need a Knowledge Graph (And Why the Graph Needs an Ontology) How connected facts and agreed meaning fix the Five Agent Failure Patterns stopping AI agents reaching production – and the mistake most teams make on the way. Dougal Watt CEO & Co-founder,Graph Research Labs Making AI […]
AI Agents Why AI Agents Fail in Production (And Why a Better Model Won’t Save Them) Why most AI agents stall between pilot and production, the five failure patterns behind it – and what it takes to get beyond 90% accuracy. Dougal Watt CEO & Co-founder,Graph Research Labs Making AI Agents Work · Part 1 […]
Agent Harness Series — Part 3 of 3 Agents and Ontologies: Why Semantics Matter A harness can stop an agent breaking the rules. It cannot make the agent understand the business. That’s why we need ontologies. “Give an agent a rulebook without an ontology and it’ll obey every sign and still end up in the […]
Fundamentals Guide What Is Declarative Generation? The enterprise technology industry has spent decades building the same things over and over. Declarative generation ends this cycle. Dougal Watt CEO & Founder,Graph Research Labs April 2026 · 8 min read Contents What is declarative generation? How does it work? Why does it matter? vs low-code / no-code […]
Fundamentals Guide What Is an Ontology? Most enterprise technology decisions start with data. The right first question is: what does this data mean? An ontology answers that question. Dougal Watt CEO & Founder,Graph Research Labs April 2026 · 7 min read Contents What is an ontology? Ontology vs data model What does an ontology contain? […]
Fundamentals Guide What Is a Semantic AI Platform? Enterprise AI has a trust problem. A semantic AI platform solves it by grounding AI in meaning — in formal, machine-readable knowledge structures that define what is true, what is permitted, and what is auditable. Dougal Watt CEO & Founder,Graph Research Labs April 2026 · 8 min […]
Fundamentals Guide What Is a Knowledge Graph? Every enterprise has data. Most of it is locked inside systems that do not talk to each other. A knowledge graph is the technology that connects all of it. Dougal Watt CEO & Founder,Graph Research Labs April 2026 · 7 min read Contents What is a knowledge graph? […]
Agent Harness Series — Part 2 of 3 Agent Harnesses and Compliance in Banking Banking invented enterprise governance. Now it has to apply it to AI agents. “Why did the AI agent fail its APRA audit? It marked its own homework and gave itself an A+.” Dougal Watt CEO & Founder,Graph Research Labs April 2026 […]