Apurva has spent over a decade guiding global brands through massive platform shifts at Discord (Head of Product Insights), Meta (Spatial Data and 3D ecosystems), and Microsoft (Signal Processing). Her perspective is shaped by her work at the intersection of data signals and human behavior.

She realized that AI-driven discovery is the most significant platform shift yet—and that most brands are currently "invisible" or "misunderstood" by the very models representing them. At Optimly, she's building the reputation infrastructure layer for the AI era, ensuring brands can control their narrative at scale.