Production Setup: Tracing, Evaluation, and Cost Controls

Agentic AI 20 min min read Updated: Feb 26, 2026 Advanced
Production Setup: Tracing, Evaluation, and Cost Controls
Advanced Topic 7 of 8

Production Setup: Tracing, Evaluation, and Cost Controls

Tracing

Trace LLM calls + tool calls under one run ID. Capture prompts, tool payloads, and outputs.

Evaluation harness

Keep a test set of scenarios. Run them on every change to detect regressions.

Cost controls

Token budgets, tool-call budgets, and early stopping rules keep spend predictable.

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