BentoML

BentoML belongs in the database because inference serving remains one of the most important and underappreciated layers in the AI stack. The official BentoML pages position the product as both an open-source serving framework and a broader inference platform for deploying and managing models at scale across cloud, BYOC, and on-prem environments. That makes it highly relevant for teams that have moved past notebooks and prototypes and now need reliable, controllable production serving.

It also deserves inclusion because the pricing is more concrete than a lot of enterprise AI infrastructure. The official pricing page spells out a Starter pay-as-you-go model, a Scale tier based on committed-use discounts, and Enterprise as custom, while also publishing actual compute rates for GPUs and CPUs. That gives buyers a useful sense of unit economics instead of forcing every conversation through sales from day one.