Turning product usage into sales opportunities18 percentage points higher conversion from product-qualified leads to pipeline.
At GitHub, we had a large community of product users and an opportunity to help sales identify the right conversations. I brought together sales, data science, and marketing operations to build our first product-led sales funnel. We started with seller insight, tested predictive signals, and scaled the approach once it outperformed our existing conversion benchmarks.
The lesson: start with what sellers know, then test what the data can tell you.
