KULIC AdvisorySystem over Ego.Signal over Noise.Set your own situation on the left. The flow re-ranks itself. The right column names the step where AICTIONBOT™ grips, and how directly.
Touches per step come from your three settings. Minutes per touch are the model’s one assumption. Manual-equivalent years = touches × 12 × minutes ÷ 60 ÷ {{ hoursTxt }} hours.
The reference case returns {{ anchorTxt }} removable MEY, the case publishes 24+. That is the calibration, and it is the only tuning in here.