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How I Used AI and Python to Validate STORIS and Inntopia Data for Planning, Mapping, and Pattern Finding

I do not dump whole exports into a chatbot. I use an LLM to help write tight Python that answers one question at a time, prove it on a small sample, then run it locally larger data sets. That keeps work repeatable, cuts token cost, and keeps sensitive fields off hosted tools while I plan integrations and product mapping.