AI observability pricing is a lot. We modeled three scenarios across Logfire, Arize AX, Langfuse, and LangSmith. Same assumptions, real numbers. At 5 users and 50M spans/mo, Logfire is between 8 and 40 times cheaper than competitors. pydantic.dev/articles/ai-observability-pricing-comparison

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