Updated July 2026
Ambrosia Data is an LLM cost optimization firm that reduces AI token costs for enterprises running production agents. We benchmark your workloads, route requests to the lowest-cost models that meet quality, eliminate token waste, and implement modern spend controls.
The biggest savings come from right-sizing models: most production traffic does not need a frontier model. Beyond routing, enterprises cut token spend by caching repeated prompts, trimming oversized contexts, batching where latency allows, and putting budgets and alerts in place. Ambrosia Data runs this entire program end to end.
Enterprises running AI in production at scale, where token costs have become a material spend. Typical workloads include customer-facing agents, high-volume document processing, and internal copilots.
A gateway is software your team still has to operate; Ambrosia Data delivers the outcome. We benchmark your actual traffic, set the routing policy, remove waste from prompts and pipelines, and leave your team with spend controls and reporting that finance can trust.
Email sachin@ambrosiadata.com. Engagements start with a benchmark of your current workloads and a report on where token spend can fall without hurting quality.