30  Demand Forecasting & Capacity Planning

30.1 Executive Summary: Scanner Requirements

Based on the **90th percentile of proven throughput** in your lab:

- **One GT450** can sustainably process **1e+05** slides/year.
- **Forecasted Peak Volume** requires **1** high-throughput scanners.

30.2 1. Demand Forecast (Next 12 Months)

We project slide volume using historical trends and seasonality.

30.3 2. Effective Scanner Capacity

Instead of theoretical manufacturer specs, we use your actual data to determine capacity. We define “Sustainable Capacity” as the 90th percentile of daily throughput achieved by each model type.

Real-World Capacity Benchmarks (Per Scanner)
Scanner Model Max Sustainable Daily Slides Annual Capacity (Slides/Yr)
GT450 30 7800

Note: Annual capacity assumes 260 operational days per year (5 days/week).

30.4 3. Gap Analysis: Required Fleet Size

This chart shows the forecasted annualized volume against the capacity of 1, 2, 3, and 4 scanners.

30.4.1 Monthly Requirement Forecast

The table below details how many GT450-class scanners are needed to meet demand for each upcoming month.

Fleet Requirement Forecast
Month Monthly Slides Annualized Rate Required GT450s
2025-12-01 3190 38285 1
2026-01-01 3117 37405 1
2026-02-01 3156 37867 1
2026-03-01 3135 37625 1
2026-04-01 3146 37752 1
2026-05-01 3140 37685 1
2026-06-01 3143 37720 1
2026-07-01 3142 37702 1
2026-08-01 3143 37711 1
2026-09-01 3142 37706 1
2026-10-01 3142 37709 1
2026-11-01 3142 37708 1

30.5 4. Recommendation

  1. If “Required GT450s” > Current Fleet: Plan procurement 3 months in advance.
  2. Safety Margin: The analysis assumes a linear 5-day week. If you rely on weekend catching-up, your true capacity is effectively higher, but this risks burnout.
  3. Efficiency First: Before buying, maximize analysis/scanner_performance_deepdive.qmd metrics (reliability & utilization). Improving utilization from 70% to 90% is cheaper than a new scanner.