Done. Your FY2025 reforecasts improved dramatically as the year progressed. The **9+3 reforecast** (9 months closed + 3 months forecast at mid-year) was by far the most accurate, hitting revenue within $3K, or 0.02%, with a MAPE of just 0.63%. Even the earlier Budget and 3+9 versions captured the year reasonably well, but both struggled with a structural July revenue miss — forecasting $878K–$1,009K where actuals landed. Operating expenses was a different story: Budget nailed the full-year line at ($1K) variance despite the revenue miss, though all versions tightened dramatically once more months closed.

The full analysis is in `/tmp/spb-forecast-accuracy-fy25-claude-lribl8eh/output/accuracy-note.md` with detailed tables and the script's underlying figures saved to `accuracy.json`.