Natalia Connolly and Kevin Madura on AI Procurement Analysis

AI Engineer18m 32s
Natalia Connolly in lavender beside the blue and white headline AI Missed $800K on black.
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    Natalia Connolly and Kevin Madura describe a procurement analysis following a healthcare merger, using a synthetic replica to illustrate an engagement involving more than 40,000 contract documents.

    They show how an orphaned amendment led the agent to miss about $800,000 and how confusing renewal and termination clauses produced a deadline a month late. They stress checking answers against source documentsEvaluation is the systematic assessment of a system's behaviour or results against explicit criteria..

    The speakers describe a document processing pipelineA data pipeline moves information through ordered collection, transformation and delivery steps for use by software or AI., structured tables, custom tools and business rules, then discuss permission errorsAn agent permission boundary defines and enforces which resources and actions an automated agent is allowed to use., parallel savings analyses and the need to reconcile duplicate findings.

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    Natalia Connolly in lavender beside the blue and white headline AI Missed $800K on black. With WWW.ARTIFICIAL-INTELLIGENCE.VIDEO, 8 November 2026 and duration 18m 32s.

    Natalia Connolly and Kevin Madura explain how structured data and verification improve AI procurement analysis.