//Inference Hosting
FinOps for AI Agents: How to Control Token and Hosting Costs
Tags : AI agent observabilityAI agentsAI cost optimizationAI GovernanceAI inference costAI InfrastructureAI ROIcloud cost managementcost per inferenceFinOps for AIGPU InfrastructureInference Hostingmodel routingtoken budgettoken economics
The economics of an AI agent look nothing like the economics of the software it replaces. A traditional web service scales roughly with users; an agent scales with steps. Each retrieval, tool call, and reasoning loop burns tokens, and a single user request can quietly trigger dozens of model calls. Add always-on GPU capacity, shared..
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Serverless vs. GPU-Dedicated Hosting: Choosing Infrastructure for AI Agents
Tags : AI Agent HostingAI DeploymentAI InfrastructureCloud GPUsCold StartsContainer HostingDedicated HostingFinOps for AIGPU InfrastructureInference HostingModalPer-Second BillingRailwayScale to ZeroServerless GPU
The infrastructure you run an AI agent on shapes everything downstream: latency, cost, and how far it scales before it breaks. Two hosting models now dominate the conversation. Serverless GPU platforms spin capacity up and down on demand, billing you by the second and charging nothing when idle. GPU-dedicated and always-on platforms, by contrast, keep.. Read more
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