Your FY2025 reforecasts were very accurate. The 9+3 reforecast delivered exceptional precision with a Revenue variance of just $3K (0.02%) and MAPE of 0.63%. 

**Key findings:**

- **Revenue accuracy improved dramatically with each reforecast.** Budget overestimated by $362K (3.2%), but by 9+3 you were off by only $3K. The worst single month in Budget was July's $132K miss, which shrank to just $7K by 9+3.

- **Operating expenses were nearly perfect from the start.** Budget forecasted $2,526K actual vs $2,527K, nearly dead-on. The 9+3 finished with just $1K variance and 0.30% MAPE—near-perfect execution.

- **Midyear improvements show better visibility.** The 6+6 reforecast (done at mid-year) cut Revenue MAPE from 3.3% to 2.9%, suggesting that three months of actual results and revised assumptions sharpened the outlook.

Full results are in `output/accuracy-note.md`.