Large enterprises are losing visibility into trillions of dollars in financial obligations buried within their own contracts, according to a recent Grit Daily profile of Terzo, an enterprise AI platform that extracts financial intelligence from contracts and supplier documents. The article, titled “The $3 Trillion Problem Hiding in Your Contracts: How Brandon Card Built Terzo to Fix It,” highlights how Terzo combines AI extraction with human verification to convert unstructured contract documents into structured, audit-ready data for finance, procurement, and legal teams. The full profile is available on Grit Daily.
The implications for large organizations are significant. Without accurate contract data, finance and procurement teams risk missing renewal deadlines, overlooking unfavorable clauses, and failing to capture cost-saving opportunities. As Brandon Card, founder and CEO of Terzo, warned in the interview, “An LLM can turn $1 million into $3 million if it misses context across related documents. In finance, that is not a bug. That is a catastrophe.” That statement underscores the high stakes of relying solely on AI without human oversight, a gap Terzo aims to fill.
Founded in 2020, Terzo operates across the United States, Canada, and India, serving Fortune 500 enterprise customers in finance, legal, IT, supply chain, sales, and procurement. The platform’s extraction process runs through Document AI, which combines natural language processing, computer vision, and human review to process contracts, invoices, and purchase orders. The resulting data feeds Contract Intelligence, providing finance and procurement teams with a single dashboard for renewal tracking, clause libraries, and contract hierarchy across supplier agreements.
Terzo’s approach addresses a pervasive problem: many enterprises still manage contracts manually or with fragmented systems, leaving critical financial terms locked in PDFs and disparate repositories. By converting these documents into structured data, Terzo enables organizations to proactively manage obligations, reduce risk, and uncover savings. The company’s focus on audit-ready records also supports compliance and reporting requirements, a growing concern for multinational corporations.
As businesses face increasing pressure to optimize costs and demonstrate financial control, solutions like Terzo’s could become essential infrastructure. The Grit Daily profile suggests that the $3 trillion problem is not just a technical challenge but a strategic one, with direct impact on profitability and operational resilience. For now, Terzo’s model of AI plus human verification offers a pragmatic path forward for enterprises seeking to unlock the value hidden in their contracts.
