Why financial intelligence must become ontology-first
Models can generate. Data platforms can retrieve. Neither automatically knows what a financial institution means.
By Penomic Research · · 5 minute read
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Building the category between institutional knowledge and financial AI.
Field notes and category thinking on human-led ontology discovery, governed financial intelligence and the infrastructure institutions need for agents they can trust.
Knowledge archaeology: recovering how the firm actually works
The most valuable ontology work begins with experts, artifacts and exceptions—not an automated scan of the data estate.
By Penomic Research · · 5 minute read
Read the insightGovern financial agents through meaning, not prompts alone
Prompt controls are too narrow for agents that cross systems, interpret policy and produce consequential financial work.
By Penomic Research · · 5 minute read
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