“Can purpose-built LPU silicon deliver the cheapest and fastest AI inference at scale, making GroqCloud the default inference API for production AI workloads?”
Founded in 2016 by Google TPU alumni, Groq initially focused on custom AI accelerator silicon (the LPU) targeting HPC and ML workloads. The company operated in stealth through 2023, then pivoted to a cloud API model with GroqCloud, monetizing its LPU hardware as a tokens-as-a-service inference platform. The embedded finance angle is limited — Groq uses billing infrastructure (Lago for usage-based metering) to monetize its developer platform on a per-token basis, but does not offer financial products itself.