Why Enterprises Can't Say Where Their Monthly LLM Bill Went
Call count isn't cost, and a lump-sum invoice isn't a governable ledger. Until metering is centralized in one layer, enterprises scaling up LLM usage will never be able to say where the bill went.
Why Enterprises Still Need Cloud Models After Deploying LLMs On-Prem
Self-hosting solves data residency and long-run cost, but capacity, capability ceilings, and availability are problems a local cluster can't fix on its own. What enterprises actually need isn't a choice between on-prem and cloud — it's a gateway layer that schedules across both.
August 10, 20267 min read
API Key ManagementAI GatewayModel GatewayEnterprise AI Security
Why Enterprises Shouldn't Hand LLM API Keys Directly to Business Systems
Handing provider API keys straight to business systems is the most common — and most dangerous — way enterprises adopt LLMs. Leaks, over-broad access, missing audit trails, vendor lock-in: these only get solved once credentials are centralized behind a gateway.
August 4, 20267 min read
AI GatewayModel Asset ManagementEnterprise AI Infrastructure
Why Enterprises Are Starting to Need an AI Gateway
Enterprise AI is evolving from single API calls into a multi-model, multi-source model asset system — and the AI Gateway is becoming the core infrastructure for managing it.