Analysis, frameworks, and case studies on demand forecasting, commercial assumptions, business cases, and investment decisions.
Insights
Your Revenue Forecast Is Really a Bet on Customer Behavior
Every revenue forecast assumes customers will behave differently than they do today. The real question is whether the forces behind that change are strong enough to support the business the forecast imagines.
What If the Numbers Are All We Have?
A pre-investment revenue projection can show when money is expected to arrive, but not what will make customers appear. Before leadership believes the numbers, it should understand the business those numbers assume.
The Distance Between Interest and Revenue
Customer interest can justify further investment, but it is not the same as forecastable revenue. This article examines how weak demand assumptions, overlooked delivery costs, and urgency-driven decisions can distort capital allocation and undermine team credibility.
The Forecasting Paradox: Why Capital Tightening Exposes Weak Demand Models
As capital becomes more selective, weak demand assumptions become harder to hide. This article explores why tighter investment conditions expose fragile revenue forecasts—and why demand evidence should precede the financial model.