June 4, 2026
Replacing a Non-Deterministic AI Ingestion Layer With a Schema Contract
A marketing analytics pipeline was built around an AI that read PDFs, Excel files, and screenshots to extract campaign data. The model worked fine. The problem was that 'fine' meant something different every run.
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