//model routing
Model Independence: How to Avoid Vendor Lock-In for AI Agents
Tags : AI Agent HostingAI cost optimizationAI hostingCloudflare AI GatewayLiteLLMLLM gatewaymodel fallbackModel Independencemodel portabilitymodel routingModel-Agnostic Architecturemulti-provider AIOpenAI-compatible APIportable AI stackVendor Lock-in
Most teams pick a model provider the way they pick a phone carrier: sign up, build everything on the native SDK, and discover the switching cost eighteen months later. In 2026 that habit is expensive. Frontier models trade the lead every few months, prices on equivalent work fall 60–80% within a year, and your agent.. Read more
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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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