A free tool for anyone running a business and not sure what to fix first: Jemirae Blueprint.

Describe what is not working, in your own words. Get a clear diagnosis of what is holding you back and what to do first. Come back anytime, it stays free.

jemirae.com/blueprint

So needed. Most owners skip diagnosis and jump to "I need ads."

I audit Illinois restaurants and 80% think they need followers, but the real problem is they are invisible on Google Maps. Wrong diagnosis = wasted money.

Your approach — "describe it in your own words" — is perfect....

End-to-end retail analytics pipeline that turns raw, messy CSV exports into business decisions, built in Python and SQL and runnable with one command.

What it does:

Cleans and validates 6 relational tables, fixes 585 data-quality issues and logs every action

Loads a SQLite warehouse with keys, constraints and window-function SQL

Customer analytics: RFM segmentation, cohort retention, CAC / LTV by channel, product Pareto, market-basket analysis

Churn prediction model validated on future data (ROC-AUC 0.71, no data leakage)

6-month revenue forecast, best of 3 models by backtest (4.2% MAPE)

Auto-generated Excel report (live formulas, native charts) and an interactive Streamlit dashboard

18 automated tests

Logging every cleaning action is the part I like most: when a number in the report looks strange, you can follow it back to the fix that changed it. With 585 issues, how did you decide which ones the script fixes alone and which ones it only reports?