{"jtbd":{"id":"infra-observability","slug":"infra-observability","name":"Infra-wide agent observability","shortName":"Infra-wide agent observability","problemStatement":"Debug distributed agent systems beyond prompts (queues, gateways, VMs)."},"pick":{"id":"honeycomb","slug":"honeycomb","name":"Honeycomb","tagline":"When your agent outage is an infra mystery, Honeycomb shines. Still pair with an LLM-native tracer for…","website":"https://www.honeycomb.io","overall":8.13,"scoreBand":{"low":7.5,"mid":8.1,"high":8.7,"halfWidth":0.6,"basis":"editorial_prior","display":"7.5–8.7 (editorial prior)"},"scoreLayers":{"editorialPrior":8.13,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Event-based observability pricing; excellent high-cardinality querying; not LLM-specialized.","scores":{"capabilityFit":8.5,"pricePerformance":7,"latencyReliability":9.2,"developerDx":8.5,"privacyPosture":8,"lockInRisk":4.5,"maturity":9,"overall":8.13,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"arize-phoenix","slug":"arize-phoenix","name":"Arize Phoenix","tagline":"Choose Phoenix when you want open-source observability you can own. Cloud Arize when enterprise wants a…","website":"https://phoenix.arize.com","overall":8.44,"scoreBand":{"low":7.8,"mid":8.4,"high":9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.8–9.0 (editorial prior)"},"scoreLayers":{"editorialPrior":8.44,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Open-source Phoenix free to self-host; Arize AX cloud paid; OpenTelemetry-friendly.","scores":{"capabilityFit":8.6,"pricePerformance":9,"latencyReliability":8.2,"developerDx":8,"privacyPosture":8.5,"lockInRisk":2.5,"maturity":8.6,"overall":8.44,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"langfuse","slug":"langfuse","name":"Langfuse","tagline":"Depot default observability for most agent teams: open, affordable, good enough to serious.","website":"https://langfuse.com","overall":8.66,"scoreBand":{"low":8.1,"mid":8.7,"high":9.3,"halfWidth":0.6,"basis":"editorial_prior","display":"8.1–9.3 (editorial prior)"},"scoreLayers":{"editorialPrior":8.66,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Open-source + cloud; 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No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.157), Depot Pick for infra-observability: honeycomb, scores as of 2026-09-14, retrieved 2026-10-28. https://getagentdepot.com/jtbds/infra-observability","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/infra-observability) (v0.12.157) — Depot Pick for `infra-observability`: **honeycomb** (scores as of 2026-09-14, retrieved 2026-10-28)","fields":{"publisher":"Agent Provider Depot","version":"0.12.157","role":"depot_pick","jtbdId":"infra-observability","providerId":"honeycomb","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-28","page":"https://getagentdepot.com/jtbds/infra-observability","api":"https://getagentdepot.com/api/decide?jtbd=infra-observability"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. 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