{"jtbd":{"id":"llm-audit-log-warehouse","slug":"llm-audit-log-warehouse","name":"LLM audit-log / compliance warehouse","shortName":"LLM audit warehouse","problemStatement":"Retain prompt/tool/decision logs for SOC2/ISO auditors in a queryable warehouse with retention, access control, and export — not just a tracing UI."},"pick":{"id":"clickhouse-cloud","slug":"clickhouse-cloud","name":"ClickHouse Cloud","tagline":"Depot pick for agent-analytics-warehouse (event/log OLAP). MotherDuck remains sql-warehouse-agent-context for…","website":"https://clickhouse.com","overall":8.3,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.3,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","pricingNotes":"As of 2026-10-24 (clickhouse.com/pricing, fetched 2026-10-24; list rates shown for 'N. Virginia (us-east-1)'): 'Pay only for the compute and storage you use, metered separately and scaled to zero when idle.' Basic: Storage '$25.30 Per 1TB / mo', Compute '$0.2181 Per unit / hr', 'Up to 1 TB storage', '8-12 GiB total memory'. Scale: Storage '$25.30 Per 1TB / mo', Compute '$0.2985 Per unit / hr', 'Unlimited storage'. Enterprise: Storage '$25.30 Per 1TB / mo', Compute '$0.3903 Per unit / hr'. 'One compute unit is 8 GiB of RAM and 2 vCPUs.' 'Compute is metered per minute and billed per compute-unit-hour at the rate for your plan, cloud provider and region shown above.' 'Storage is metered on the compressed size of your data in object storage, plus backups.' 'Storage rates are the same across plans and vary only by cloud provider and region.' Data transfer: 'public internet egress starting at $0.1152 / GB', 'inter region egress starting at $0.0312 / GB'; 'Ingress is free.' 'ClickPipes pricing depends on the connector type.' 'Start free with $300 in credits for 30 days.' 'Pricing is identical whether you buy through a marketplace or directly from ClickHouse, and self-service customers pay monthly by credit card in USD.' No monthly plan totals are stated in the page text (the calculator needs inputs), so none are quoted.","scores":{"capabilityFit":9,"pricePerformance":8,"latencyReliability":8.8,"developerDx":8.4,"privacyPosture":8.2,"lockInRisk":4.5,"maturity":9,"overall":8.3,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},"runnersUp":[{"id":"honeycomb","slug":"honeycomb","name":"Honeycomb","tagline":"When your agent outage is an infra mystery, Honeycomb shines. 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Keep…","website":"https://sentry.io","overall":8.38,"scoreBand":{"low":7.8,"mid":8.4,"high":9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.8–9.0 (editorial prior)"},"scoreLayers":{"editorialPrior":8.38,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (sentry.io/pricing): Developer **Free** (1 user, 5k errors class quotas + MCP access). Team from **$26/mo**; Business **$80/mo** (annual prepaid defaults). PAYG overages for errors/spans/replays/profiling. Seer AI debugging agent add-on.","scores":{"capabilityFit":8.8,"pricePerformance":8.4,"latencyReliability":9,"developerDx":9,"privacyPosture":8,"lockInRisk":4.2,"maturity":9.4,"overall":8.38,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"elastic-serverless","slug":"elastic-serverless","name":"Elasticsearch Serverless","tagline":"Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product…","website":"https://www.elastic.co","overall":8.14,"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":8.14,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (elastic.co/pricing/serverless-search): Ingest from **$0.14**/VCU-hr; Search from **$0.09**; ML from **$0.07**; retention from **$0.047**/GB-mo; egress from $0.05/GB. Managed LLM $4.50/$21 per 1M in/out. Inference Service from $0.08/1M tokens. Agent Builder executions from $0.025 after 1k free (effective 2026-05-01). Illustrative dev ~$24–27/mo; prod 20GB ~$190–210/mo.","scores":{"capabilityFit":9,"pricePerformance":6.8,"latencyReliability":9,"developerDx":7.6,"privacyPosture":8.4,"lockInRisk":5.5,"maturity":9.4,"overall":8.14,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.3,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"clickhouse-cloud","pickName":"ClickHouse Cloud","pickScore":8.3,"highestScoredCandidateId":"langfuse","highestScoredCandidateName":"Langfuse","highestScore":8.63,"pickHasLowerCompositeScore":true,"delta":-0.33,"pickLeadsOnDimensions":["capabilityFit (9 vs 8.8)","latencyReliability (8.8 vs 8.4)","maturity (9 vs 8.2)"],"explanation":"ClickHouse Cloud (8.3) is the editorial pick for LLM audit-log / compliance warehouse over higher-composite Langfuse (8.63) because composite scores are provider-wide priors while ClickHouse Cloud wins on capabilityFit (9 vs 8.8), latencyReliability (8.8 vs 8.4), maturity (9 vs 8.2): Observability category; privacy + maturity. ClickHouse wins for high-cardinality LLM logs at cost. 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