Ontology in AI: What Context Ontology Is and Why It Matters
Key takeaways Ontology in AI is the business's own map of its things, relationships, definitions and rules, and a context ontology hands that map to an AI system at the moment it a…
Mactores POV · Written by forward-deployed engineers
Guides, architecture patterns and cost analysis from an agent-native AWS modernization firm — data platforms moved onto S3 and Iceberg, Oracle and SQL Server retired on Aurora, AI agents running against real operations. Every piece comes out of a program that shipped. No vendor framework. No prophecy. No hedging.
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Key takeaways Ontology in AI is the business's own map of its things, relationships, definitions and rules, and a context ontology hands that map to an AI system at the moment it a…
Key takeaways The telematics company's CRM said 2,410 active customers, finance said 2,180 and product said 1,960, and each assistant it tried repeated whichever number sat closest…
Key takeaways The payments company in this guide paid about $5,174 a month for one nightly Spark workload, and the same jobs cost about $1,031 once its cluster shut down between ru…
Key takeaways The model is rarely what stalls an agent program. At the distributor in this guide, a quote-assist demo worked fine until it met three IDs for one customer and access…
Key takeaways The rental company's quote assistant hit the warehouse in bursts of narrow queries at 7 a.m., each one on behalf of a named counter rep, and within a month the team w…
Key takeaways Most enterprises have an AI agent that made one step faster, while the cycle still waits on systems the agent can't call, records reconciled by hand and approvals sit…
Key takeaways The travel company in this guide spent a full quarter on platform demos, though the Redshift-plus-Iceberg stack it ended up with was never what held it back. Its scop…
Key takeaways Most Teradata migration decisions get made when a renewal quote arrives, and at the carrier in this guide that quote was about $13.5 million for three more years of s…
Key takeaways Two years ago the insurer in this guide moved its warehouse to Amazon Redshift, and it was still paying for the old Netezza appliance, since its claims and policy sys…
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