Resources

Research, insights, videos & news

Articles, videos, press coverage and event updates from Graph Research Labs and ClimateTracker — GRL's climate software arm.

Featured Series

3-Part Series · KGC 2026 Speaker Series

LLM-Assisted Ontology Engineering: From Chaos to Production

Why LLMs are terrible ontology engineers, how to fix them with guardrails, and how GRL takes you from ontology to production in minutes.

Why LLMs Are Terrible Ontology Engineers

From Chaos to Governed: Guardrails for LLM Ontology Engineering

Ontology to Operational API's, Applications and Governed Pipelines in Minutes

5-Part Series · Enterprise Agent Governance

Semantic AI Harness Series

2025 was the year of agents. 2026 is the year of agent harnesses. This series explores why the agent harness is fundamentally an enterprise architecture concern — and what enterprise-grade agent governance should look like.

Agent Harnesses Are an Enterprise Architecture Problem

Agent Harnesses and Compliance in Banking

Part 3 of 5

Ontology-Bound Agents: Why Semantics Matter

Coming soon

Part 4 of 5

Provenance, Audit, and the Agent Decision Trail

Coming soon

Part 5 of 5

Building the Semantic Agent Harness

Coming soon

Latest

KGC 2026 — Cornell Tech, New York

Dougal Watt presents on "AI-Assisted Ontology Engineering: Guardrails and Workflows for Using LLMs Safely".

Enterprise Data Transformation Symposium 2026

Dougal Watt on the graph middleware layer - bridging ontologies and enterprise systems.

Graph Research Labs Platform Overview

A 3-minute high-level walkthrough on GRL, the pain points it solves, its unfair advantage of declarative generation, and why and when you would use it.

Knowledge Graph Technology Showcase: Honest Review

Ashleigh Faith, PhD from isADataThing, reviews Graph Research Labs in her Knowledge Graph Technology Showcase Honest Review Series (Winter 2025 E3).

Data-Centric Architecture Forum 2025 — Fort Collins, USA

Dougal Watt on semantic AI and knowledge graph deployment at the Data-Centric Architecture Forum.

Why LLMs Are Terrible Ontology Engineers

The 5 anti-patterns: hierarchy explosion, inconsistent taxonomy, property growth, concept-instance confusion, and modelling by association.

From Chaos to Control: Guardrails for LLM Ontology Engineering

The 8-step methodology: configure toolchain, extend LLM capabilities, apply guardrails, generate structures, audit quality, and more.

Ontology to Production in Minutes with GRL

GRL platform capabilities, healthcare clinical trial privacy use case, and solving the multi-vendor "integration tax".

ClimateTracker: End-to-End Climate Disclosure Platform

How GRL Generators created the transactional core of a React climate app in minutes, saving years of backend work.

In the Press

Knowledge Graph Conference

Speaker spotlight: Dougal Watt on LLM-assisted ontology engineering at KGC 2026 New York

Enterprise Data Transformation Symposium

The Graph Middleware Layer: Bridging Ontologies and Enterprise Systems

Data-Centric Architecture Forum

GRL presents on semantic AI platform at Data-Centric Architecture Forum 2025, Fort Collins, Colorado

ClimateTracker Coverage

ClimateTracker running on GRL knowledge graph technology makes Next 95 list

Institute of Directors

ClimateTracker & Climate Disclosures - capitalising on financial markets

This Climate Business

GRL-based ClimateTracker - the new era of climate disclosure

6 December, 2023

ClimateTracker helps firms grapple with new climate reporting requirements

November 7, 2023

NZ Business Review

Graph Research Labs: Building the semantic layer for enterprise AI

December 12, 2022

Fundamentals

Introductory guides to knowledge graphs and ontology-driven platforms.

What is a Knowledge Graph?

How knowledge graphs capture relationships across your enterprise, and why they matter for AI, analytics, and integration.

Read the guide →

What is an Ontology?

The formal, machine-readable business definition that drives everything GRL generates, from APIs to governed AI agents.

Read the guide →

What is Declarative Generation?

How a single ontology produces complete enterprise systems: APIs, applications, MCP servers, without writing code.

Read the guide →

What is a Semantic AI Platform?

How ontology, knowledge graph, generation, and governed AI fit together into a single platform for enterprise data.

Read the guide →