This is already how real teams run AI
These are companies in the ICP-sized band Axemere is built for, confirmed paying for a dedicated tool to manage multi-provider LLM calls. They are not Axemere customers, and none of them are quoted here saying anything about Axemere: the point is narrower than that. Standardizing how your code calls models is a real enough problem that companies this size already budget for it.
"Streamlined our management of LLMs by standardizing logging, the OpenAI API, and authentication for all models, enabling us to quickly adapt to changing demands and swiftly adopt new models."
Steve Farthing, Engineer, Rocket Money, via Y Combinator"Every agent call, sub-agent, and tool invocation appears as a nested tree. Clicking any node shows the exact prompt, response, token counts, and latency, so when an agent makes a bad decision, you can immediately see what context it had and what it generated."
Shae Selix, Staff Engineer, Snorkel AI, via Portkey"LiteLLM streamlines the complexities of managing multiple LLM models."
Mark Koltnuk, Principal Architect, Lemonade, via LiteLLMWhat happens next
LiteLLM, Portkey, and OpenRouter all solve routing and observability well. None of them were built to be an organizational governance layer, and that gap becomes visible at a predictable moment: when spending, access, and audit stop being one team's configuration and become an organization's requirement.
Hard limits vs. tracked limits
A budget number that's tracked and alerted on still lets the overage request through. Axemere denies the request at the gateway the moment a threshold is crossed, so the spend never happens, instead of being caught after the invoice lands.
Policy that spans every provider
"Only workload X can call this model" or "sensitive requests need a human approval" are org-level rules. Axemere evaluates them once, centrally, against every provider behind the gateway, not reimplemented per integration.
An audit trail built for someone else to check
Signed execution records mean a compliance or finance reviewer doesn't have to take engineering's word for what happened. They can verify it independently.
See the governance layer in your own traffic
Start a 30-day free trial and set your first budget cap in minutes, with no need to change how your code calls any provider, including LiteLLM or OpenRouter.
Full capability comparison: Axemere vs. LiteLLM vs. OpenRouter