I Talked to 500GB of Retail Data With Zero Domain Knowledge. AI Designed a Strategy I never expected

I Talked to 500GB of Retail Data With Zero Domain Knowledge. The AI Designed a Strategy I Didn’t Know to Ask For. The end of a single investigation: the AI’s planogram optimisation strategy with projected business impact — +10% total sales, +£86,424 annual revenue. 134.9 seconds. $1.66 in compute. The agent is already suggesting what to investigate next. Here is what happened. A retail chain had 500GB of transactional data stored in Apache Iceberg. Sales records, promotions, product catalogues, store layouts, inventory movements — the full picture of a multi-store retail operation spread across multiple tables with complex relationships. I connected this data source to an agentic data platform I had built. One connection. No schema mapping, no ETL pipeline, no data dictionary. The system a