GV operates as a financially driven venture fund with Alphabet as its single LP, explicitly rejecting the typical corporate VC model of investing mainly for strategic alignment with the parent company rather than pure returns, and became one of the earliest corporate-backed funds to aggressively invest in direct competitors to its parent company. The firm built one of the first and largest in-house design and product studios in venture capital, pioneering the "Design Sprint" and "Brand Sprint" methodologies that have been widely adopted well beyond its own portfolio, while also being unusually data-driven through internal machine-learning systems that mine massive data sets to score opportunities and discover non-obvious startups.