//AI agent observability
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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Agent Observability: The Non-Negotiable Layer of AI Agent Hosting
Tags : agent debuggingagent evaluationagent monitoringagent telemetryagent tracingAI Agent HostingAI agent observabilityAI GovernanceLangfuseLangSmithLLM observabilitymulti-agent systemsOpenTelemetryproduction AI agentstoken cost optimization
Agent observability has become the deciding feature of AI agent hosting in 2026. A practical look at tracing, evaluation, governance, OpenTelemetry standards, and what to demand from a hosting platform before your agents go to production.
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