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Short, opinionated notes on building software and AI for organizations where the data matters.

Where AI Actually Pays Off in Regulated Operations

The flashy demo is the front door. The money is in the boring middle of the workflow — intake, reconciliation, and review.

Three questions that settle the argument faster than a feature-comparison spreadsheet.