A director at a major global firm recently made a striking observation: despite millions invested in enterprise AI licenses, he could not point to a single agentic AI application delivering end-to-end, deterministic business utility.
We have achieved ubiquity without utility.
Enterprise platforms make it easy to push AI tools to every desk, but buying an expensive software license does not automatically make an organization structured or efficient. When statistical guesswork meets messy, unstructured data, pilots stay stuck in silos.
To move from novelty to measurable ROI, AI infrastructure requires a validated fact basis. That means:
- Controlled vocabularies that define domain entities.
- Semantic layers that connect fragmented internal repositories.
- Application profiles that govern data inputs and outputs.
Joseph Busch
P.S. Taxonomy Strategies helps Fortune 500 companies and global financial institutions build the semantic plumbing required for enterprise-grade AI execution. Stop paying for unanchored compute. Contact us to scope a taxonomy infrastructure project today.
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