Extracts forward-looking statements
Marvin Labs automatically extracts forward-looking statements from earnings calls, press releases, investor presentations, and any other primary sources.

Convert to Testable Forecasts
Each statement is turned into a testable forecast, identifying the metric, timeframe, and expected outcome.

Automated Guidance to Actual Evaluation
When the target date arrives, we evaluate the result: Did the company hit, exceed, or miss expectations?

Why it matters
Research shows that forecast accuracy is a reliable signal of managerial quality. Executives who consistently make and meet realistic projections tend to run better businesses and outperform peers.
With Guidance Tracking, you can:
- See all public forecasts made by company leadership
- Track performance against those expectations over time
- Evaluate management discipline and analytical rigor
Forecasts are easy to make but hard to track. Check out the Guidance Tracking launch blog post for more details.