demand-insight

Use-case-driven demand forecasting & data analysis for Claude Code. Runs an 8-step iterative loop (hearing → EDA → classification → features → modeling → error analysis → report) with data-leakage prevention, baseline-first adoption, Walk-Forward validation, asymmetric business cost, and Excel reporting — then generates a production implementation (code + tests + deploy).