Bottom-up and top-down sales forecasting both have structural failure modes. AI-driven signal-based forecasting resolves the core weaknesses of both approaches.

Bottom-up forecasting is more accurate than top-down — but only when the underlying deal data is complete and current. AI makes that possible.

Top-down forecasting starts with a target. Bottom-up starts with evidence. Here's how to build forecasts from deal-level qualification data — and why it produces materially better accuracy.

Top-down forecasting starts with a target and works backward. Bottom-up starts with deals and works forward. AI makes bottom-up practical at scale by automating evidence capture and continuous deal scoring.

An Inspection Agent autonomously analyzes buyer conversations, emails, and CRM data to separate fact from opinion, detect deal slippage early, and produce bottom-up sales forecasts grounded in real evidence.