Partner Spotlight: Forecasting Without the Fog - A Conversation with Daren Lauda of Outset

The Forecasting Problem

Every sales leader knows the pain: it's the last week of the quarter, and you're trying to predict which deals will close. You've got spreadsheets, gut feelings, and conflicting signals from your CRM. Sound familiar?

Traditional forecasting relies on sales reps manually updating opportunity stages and close probabilities—a process prone to optimism bias, inconsistency, and human error. The result? Missed targets, poor resource allocation, and erosion of trust between sales and the executive team.

Enter Outset: AI-Powered Revenue Intelligence

Outset approaches forecasting fundamentally differently. Rather than relying solely on human judgment, their platform analyzes thousands of data points across your revenue operations to identify patterns that predict outcomes.

How It Works

Outset integrates with your existing tech stack—CRM, email, calendar, conversation intelligence tools—to build a comprehensive view of deal health. The platform then applies machine learning to:

• Identify leading indicators of deal progress or risk
• Detect changes in buyer engagement patterns
• Surface deals that need immediate attention
• Generate probabilistic forecasts based on historical patterns

Key Insights from Daren

On Forecast Accuracy

"Most companies accept 70-80% forecast accuracy as 'good enough.' But that means you're wrong 20-30% of the time on one of your most important metrics. AI-powered forecasting can push accuracy into the 90%+ range, fundamentally changing how confidently you can plan."

On Behavioral Signals

"The best forecasting models look beyond what reps say in the CRM to what's actually happening in deals. Are decision-makers engaging? Is the deal progressing at a normal pace? Are there red flags in communication patterns? These behavioral signals are far more predictive than stage updates."

On Change Management

"Implementing AI forecasting isn't just about technology—it's about changing how your team thinks about pipeline management. The companies that succeed are those that use AI insights to coach reps, not to police them."

Real-World Impact

Companies using Outset report:

• 15-20% improvement in forecast accuracy
• Faster identification of at-risk deals
• More objective deal reviews and pipeline management
• Better resource allocation across sales teams
• Increased predictability for board and investor reporting

The Future of Revenue Forecasting

As Daren puts it: "The future of forecasting isn't about replacing human judgment—it's about augmenting it with data science. The best sales leaders will use AI to identify what they should pay attention to, then apply their experience and intuition to actually solve the problem."

For HLX clients, this means more accurate planning, better-informed decisions, and ultimately, more predictable revenue growth.