Ontologies: AI’s Operating Manual For Your Business
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Meetup In 6 weeks

December
Monday
to Tue 8 December 2026 · Sydney time

Ontologies AI’s Operating Manual For Your Business

Where
AI Engineering room 488 George Street, 2000, Sydney
Host
Web Directions
Entry
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  • Gareth Williams Speaker
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AboutIn the host's words.

Speakers: Gareth Williams (Wesfarmers)

Track: AI Engineering

Tools churn. Factories commoditise. When everyone has the same models, the advantage goes to whoever gives their agents the clearest blueprint of how the business works - what exists, how it connects and the rules it runs on. That blueprint is an ontology.

In data.world's benchmark, an LLM querying enterprise SQL directly answered 16% of questions correctly. Over a knowledge graph with an ontology, 54%. With the ontology catching the model's bad queries for repair, 72%. Same questions. Only the modelling changed.

I'll untangle ontologies from knowledge graphs, semantic layers and taxonomies, then demo an open-source ontology I built for Monsters, Inc. (OWL, SHACL, SPARQL, PROV-O). Watch an agent refuse to skip a compliance step, a rule stop even the CEO exporting a child's data, and a validator catch three planted violations unaided.

You'll leave knowing how to start, and why AI has finally made one cheap to maintain.

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Where

AI Engineering room

488 George Street, 2000, Sydney

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