Why the same AI queries on suppliers, counterparties and portfolio companies get run again and again across the industry – and how a shared, validated data utility ends the waste.
Every AI prompt costs more than it looks like
AI use has quietly become an energy decision, a cost decision and a regulatory one, not just a technology choice.
AI Alone
Plausible. Unverified. Different answers each time.
TDH Enabled
Sourced, structured, auditable. Built on GRI, SASB, ESRS.
But the real waste isn't any single query.
It’s the same question, on the same suppliers and counterparties.
Being independently re-prompted by analyst after analyst, institution after institution.
A version of the “90/10 problem,” where the industry spends most of its effort rebuilding the same non-differentiating answer, over and over.
Because inconsistent AI output never quite tells you when to stop asking.
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