Stop Rate-Limiting Requests. Start Scheduling Tokens: Introducing DataRobot TokenGrid
DataRobot, Monday, August 10th, 2026
DataRobot launches TokenGrid, which schedules LLM tokens rather than rate-limiting requests.
DataRobot introduced TokenGrid, addressing what it calls the real bottleneck in the modern AI stack.
Enterprise IT faces the paradox of token spend and third-party model subscription costs climbing while the GPU clusters running these workloads sit at roughly 20% utilisation.
DataRobot attributes that gap to the tools managing access, which rate-limit requests rather than scheduling tokens. TokenGrid shifts the control model to token scheduling to improve utilisation. The post is authored by Sudeeptha Jothiprakash, Venkat Bala, Tushar Pandey and Romi Datta.