Does the forecast engine replace rep judgment with AI?
No. The forecast engine supplements rep judgment. Reps submit the categorization each Friday; the AI surfaces risk signals that human review would miss (tone shifts, objection moments, stakeholder changes). The AE still owns the call; the AI shows the evidence they might have overlooked. The pattern is calibration, not substitution. Teams that try to run forecasting purely from AI predictions typically find the number drifts from reality faster than human-plus-AI.