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📊 UnitPilot

UnitPilot is a powerful smart assistant designed for unit economics modeling and product analytics directly inside your spreadsheets. The script transforms a regular spreadsheet into a full-scale analytical workspace, automating complex mathematical calculations, forecasting, and statistical tests.


🚀 Key Features

📈 Unit Economics & Metrics

  • Automated Metric Calculation: Instant calculations for Revenue, CAC (Customer Acquisition Cost), LTV (Lifetime Value), ROMI (Return on Marketing Investment), ARPU/ARPPU, and profit margins.
  • Quick Formulas: Copy and immediately paste ready-to-use formulas into your target cells.

🧪 Statistics & A/B Testing

  • Statistical Tests: Run A/B, A/B/n testing, t-test, Analysis of Variance (ANOVA), and correlation analysis.
  • Traffic Splitting: Quasi-random user distribution across groups with 6 different allocation types.

🔮 Forecasting & ML

  • Advanced Forecasting: Time-series modeling (ARIMA), Monte Carlo simulations, and classic linear forecasting.
  • Machine Learning: K-Means clustering for smart customer and order segmentation.

🔬 Data Quality & Cohort Analysis

  • Data Validation: Automatic detection of missing values, anomalies (outliers), and data normality checks.
  • Cohort Analysis: Generate user retention tables (Retention Rate) tracked by months or weeks.

🎨 Visualization & Templates

  • Interactive Dashboards: Auto-generation of visual charts, heatmaps, and conversion funnels.
  • Ready-made Business Templates: Pre-built marketing, product, and financial dashboards.

🌍 Multilingual UI & Learning

  • Interface: Full native support for three languages — English, German (Deutsch), and Russian.
  • Knowledge Base: Built-in assistant capable of answering metric methodology questions in any of the supported languages.

🛠️ Installation & Setup

  1. Open your Google Sheet.
  2. In the top menu, go to: Extensions -> Apps Script.
  3. Copy the code from the main.js file in this repository and paste it into the script editor.
  4. Save the project and refresh your spreadsheet page.
  5. A new menu item named UnitPilot will appear, allowing you to launch all the tools.

📝 License

This project is licensed under the MIT License. See the LICENSE file for details.

About

Smart spreadsheet assistant for unit economics (CAC, LTV) & product analytics. Features: A/B testing (t-test, ANOVA), data validation, forecasting (ARIMA, Monte Carlo), cohort analysis, K-Means clustering, and custom dashboard templates and formulas. Interactive visual charts. Supports multilingual UI (EN, RU, DE)

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