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AI observability can cost more than it should.
We ran the numbers: same scale, same workload, four tools. At moderate production load, Logfire is up to 40x less expensive than the alternatives.
Spans-based pricing. No proprietary units. AI native and full-stack observability in one platform.
See the full comparison: pydantic.dev/articles/ai-ob…

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