Cut Forecast Errors by 50% — and Make Cash Flow Predictable
Running a business means making tough calls every day — when to invest, how much to stock, when to hire. But if your forecasts are off, even by a little, the ripple effects hit cash flow, operations, and confidence.
That’s why we built CashFlow4Cast — an advanced forecasting service powered by machine learning, built to give you clarity when you need it most.
📉 Consistent Results Across Every Store
We tested our ML model on over 20 locations, each with different challenges — and in every case, it cut forecast errors by 50% or more. Compared to Excel-style forecasts, our predictions are more accurate, more responsive, and more reliable.
| Model | MAE ($) | MAPE (%) | RMSE ($) |
|---|---|---|---|
| Excel | 2,663 | 24.25% | 3,321 |
| Machine Learning | 1,057 | 9.79% | 1,279 |
📌 MAE = Avg. error in dollars | MAPE = % error | RMSE = Penalizes big misses
⚙️ How It Works
Unlike Excel and QuickBooks, which rely on basic time series models, we use machine learning trained on:
- 📅 Sales history by date, store, and category
- 📈 Promotions, holidays, day-of-week effects
- 🌍 Real-world economic indicators (e.g. consumer confidence, interest rates)
This lets us anticipate real shifts in demand — not just repeat the past.
🔍 Why Most Forecasts Fail — and Ours Don’t
📊 Forecasting Method
❌ Excel: Averages the past — assumes tomorrow looks like yesterday.
✅ CashFlow4Cast: Learns patterns in your data using machine learning — even when things shift.
📦 Data Used
❌ Excel: Only uses past sales — ignores outside forces.
✅ CashFlow4Cast: Combines your sales, promotions, and economic indicators — so you see what’s coming.
🔍 Pattern Detection
❌ Excel: Manually tuned and outdated.
✅ CashFlow4Cast: Automatically finds trends and turning points you might miss.
🧩 Forecast Detail
❌ Excel: One-size-fits-all — typically at store level only.
✅ CashFlow4Cast: Forecasts by product, region, or category — all in one model.
🔁 Adaptability
❌ Excel: Stays static — needs constant babysitting.
✅ CashFlow4Cast: Retrains with fresh data — so your forecast improves automatically.
💰 Plans & Pricing
We offer flexible plans to fit your needs — from simple dashboards to full-service forecasting with real-time consulting.
- $199/month – Basic: Monthly forecasts, category-level
- $499/month – Advanced: SKU-level forecasts, promo impact, automation
- $999/month – Premium: Daily forecasts, custom dashboard, macro integration
📬 Get In Touch
Want to see how your data performs? We'll run a head-to-head comparison for free — no strings attached.
- Email: micahshull.datascientist@gmail.com
- LinkedIn: linkedin.com/in/micahshull
- GitHub: github.com/micah-shull
- Tableau Portfolio: Tableau Public
- Kaggle: kaggle.com/work
📌 Better forecasts. Better decisions. Better business.