Instant preview · no Streamlit wait

Run the loop before you trust the product.

This page replaces the slow public Streamlit jump with an instant browser-native preview of the actual loop: brief → scan plan → ranked evidence → review status → Markdown export.

Reality check

This is not pretending to be live Reddit evidence. It is a fast UX harness. The operator console and Python scanner can stay backstage until the delivery flow is worth productionizing.

Market brief

Generated scan plan

Communities

r/shopify, r/ecommerce, r/smallbusiness, r/entrepreneur

Keywords

shopify, sellers, struggling, inventory, forecasting, and, cash-flow, planning

Intent phrases

is there a tool, willing to pay, alternative to, too much manual work, spreadsheet, recommend

Exclude

course, affiliate, giveaway, job posting