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AI in Forecasting: The RevOps Guide to Predictable Revenue

AI in Forecasting: The RevOps Guide to Predictable Revenue

by Erick Ramírez | Feb 2, 2026 | Sales

While traditional forecasting methods hover around 51% accuracy, modern AI sales forecasting can, in some cases, achieve up to 96% accuracy. With tighter predictions, leaders can time spend, staffing, and pipeline investments with fewer surprises. But this potential...
Hybrid Sales Forecasting Models: The Definitive Guide to Accuracy

Hybrid Sales Forecasting Models: The Definitive Guide to Accuracy

by Erick Ramírez | Jan 30, 2026 | Sales

Sales leaders often face a choice between two flawed forecasting methods: rigid historical data that misses market shifts or subjective gut feel that invites bias. That choice fuels a cycle of missed targets and declining confidence. The most accurate forecasts remove...
The RevOps Leader’s Guide to AI in GTM Capacity Planning

The RevOps Leader’s Guide to AI in GTM Capacity Planning

by Erick Ramírez | Jan 30, 2026 | Uncategorized

Most go-to-market teams still build annual capacity plans in static spreadsheets that break the moment they meet reality. The Demand for AI is projected to grow 33% annually through 2030. That pace only widens the gap between dynamic markets and static plans. This...
A Modern Guide to Seasonality in Sales Capacity Models

A Modern Guide to Seasonality in Sales Capacity Models

by Erick Ramírez | Jan 30, 2026 | Sales

Does your annual sales capacity plan feel disconnected from reality just a few weeks into the new year? You are not alone. Most companies build static, top-down models that ignore the predictable peaks and valleys of seasonal demand, leading to missed forecasts,...
A RevOps Guide to Forecasting Marketing-Sourced Pipeline

A RevOps Guide to Forecasting Marketing-Sourced Pipeline

by Erick Ramírez | Jan 29, 2026 | Marketing

Traditional pipeline methods fail most sales teams, with only 20% able to forecast with over 75% accuracy. While this challenge affects the entire revenue organization, the most volatile and misunderstood variable is often the marketing-sourced component. Gut-feel...
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