{"subject":{"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","status":"active","overall":8.38,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","lastReviewed":"2026-10-19","categoryIds":["cat-vector-memory","cat-observability","cat-cpu-compute"],"regions":["global","us","eu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"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', '…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://clickhouse.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."}},"relatedJtbdSlugs":["cost-monitoring","sql-warehouse-agent-context","agent-analytics-warehouse","llm-audit-log-warehouse"],"alternatives":[{"id":"langfuse","slug":"langfuse","name":"Langfuse","tagline":"Depot default observability for most agent teams: open, affordable, good enough to serious.","website":"https://langfuse.com","status":"active","overall":8.66,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.28,"roles":["same_jtbd_pick","same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring","llm-audit-log-warehouse"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"Open-source + cloud; generous self-host; cloud from ~$29–59/mo tiers; EU-friendly.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://langfuse.com","doNotParse":"Do not parse pricingNotes. 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Not a vCPU-hour."},{"id":"motherduck-mega","providerId":"motherduck","sku":"Mega","unit":"usd_per_hour","amountUsd":12,"currency":"USD","sourceUrl":"https://motherduck.com/product/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"Instance hour, billed per second. Not a vCPU-hour."},{"id":"motherduck-giga","providerId":"motherduck","sku":"Giga","unit":"usd_per_hour","amountUsd":24,"currency":"USD","sourceUrl":"https://motherduck.com/product/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"Instance hour, billed per second. Not a vCPU-hour."},{"id":"motherduck-flight-f4","providerId":"motherduck","sku":"Flight F4","unit":"usd_per_hour","amountUsd":0.15,"currency":"USD","sourceUrl":"https://motherduck.com/product/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"0.5 vCPU, 4 GB, billed per hour for the size. Not stored as a per-vCPU rate. Lite without a card includes 30 minutes per day at no charge."},{"id":"motherduck-flight-f16","providerId":"motherduck","sku":"Flight F16","unit":"usd_per_hour","amountUsd":0.6,"currency":"USD","sourceUrl":"https://motherduck.com/product/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"2 vCPU, 16 GB, billed per hour for the size. Lite rate requires a credit card. Not stored as a per-vCPU rate."},{"id":"motherduck-flight-f32","providerId":"motherduck","sku":"Flight F32","unit":"usd_per_hour","amountUsd":1.2,"currency":"USD","sourceUrl":"https://motherduck.com/product/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"4 vCPU, 32 GB, billed per hour for the size. Not stored as a per-vCPU rate."},{"id":"motherduck-ai-unit","providerId":"motherduck","sku":"AI Functions","unit":"usd_per_ai_unit","amountUsd":1,"currency":"USD","sourceUrl":"https://motherduck.com/product/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_ai_unit","priceSortEligible":false,"qualifier":"Page says 1 AI Unit = $1.00. Token rates inside an AI Unit were not copied. SQL Assistant is 1 AI Unit per 160 calls and was not divided."}],"notesExcerpt":"As of 2026-10-24 (motherduck.com/product/pricing, fetched 2026-10-24): Lite $0 — 3 users, 2 service accounts, 10 GB, 10 Pulse hrs/mo. Business $250/org/mo + usage — 10 users, unlimited service accounts, 99.9% SLA. Enterprise custom (PrivateLink, HIPAA BAA, capacity). Storage $0.0…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://motherduck.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=sql-warehouse-agent-context","human":"/providers/motherduck","compare":"/compare/clickhouse-cloud-vs-motherduck"},{"id":"elastic-serverless","slug":"elastic-serverless","name":"Elasticsearch Serverless","tagline":"Enterprise hybrid/vector search when already in Elastic. 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Agent Builder execu…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.elastic.co","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=agent-analytics-warehouse","human":"/providers/elastic-serverless","compare":"/compare/clickhouse-cloud-vs-elastic-serverless"},{"id":"databricks-mosaic","slug":"databricks-mosaic","name":"Databricks Mosaic AI","tagline":"Pick only when your data/platform already is Databricks. Otherwise Bedrock/Vertex or direct APIs.","website":"https://www.databricks.com/product/machine-learning","status":"active","overall":7.11,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-1.27,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["sql-warehouse-agent-context","agent-analytics-warehouse"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14: Lakehouse-native model training/serving billed via Databricks DBUs + cloud compute. Foundation Model Serving and Mosaic tooling sit inside Databricks contracts — not indie per-token pricing. Strong if data already lives in Databricks.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.databricks.com/product/machine-learning","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=sql-warehouse-agent-context","human":"/providers/databricks-mosaic","compare":"/compare/clickhouse-cloud-vs-databricks-mosaic"},{"id":"snowflake-cortex","slug":"snowflake-cortex","name":"Snowflake Cortex","tagline":"Use when Snowflake already holds the data. 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Attractive when data already in Snowflake; not a general agent LLM default.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.snowflake.com/en/data-cloud/cortex/","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=sql-warehouse-agent-context","human":"/providers/snowflake-cortex","compare":"/compare/clickhouse-cloud-vs-snowflake-cortex"},{"id":"sentry","slug":"sentry","name":"Sentry","tagline":"Depot pick for agent-error-observability (exceptions/traces in the app hosting the agent). 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One user."},{"id":"sentry-team","providerId":"sentry","sku":"Team","unit":"usd_per_month","amountUsd":26,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"When billed annually with default pre-paid data. A separate month-to-month base was not shown."},{"id":"sentry-business","providerId":"sentry","sku":"Business","unit":"usd_per_month","amountUsd":80,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"When billed annually with default pre-paid data. A separate month-to-month base was not shown."},{"id":"sentry-team-errors-50k-100k","providerId":"sentry","sku":"Team errors 50K-100K","unit":"usd_per_error","amountUsd":0.0003625,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_error","priceSortEligible":false,"qualifier":"Team pay-as-you-go. Volume band 50K-100K. Not blended with other bands."},{"id":"sentry-team-errors-100k-500k","providerId":"sentry","sku":"Team errors 100K-500K","unit":"usd_per_error","amountUsd":0.0002188,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_error","priceSortEligible":false,"qualifier":"Team pay-as-you-go. Volume band 100K-500K."},{"id":"sentry-team-errors-500k-10m","providerId":"sentry","sku":"Team errors 500K-10M","unit":"usd_per_error","amountUsd":0.0001875,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_error","priceSortEligible":false,"qualifier":"Team pay-as-you-go. Volume band 500K-10M."},{"id":"sentry-team-errors-10m-20m","providerId":"sentry","sku":"Team errors 10M-20M","unit":"usd_per_error","amountUsd":0.0001625,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_error","priceSortEligible":false,"qualifier":"Team pay-as-you-go. Volume band 10M-20M."},{"id":"sentry-team-errors-20m-plus","providerId":"sentry","sku":"Team errors 20M+","unit":"usd_per_error","amountUsd":0.00015,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_error","priceSortEligible":false,"qualifier":"Team pay-as-you-go. Page prints $0.0001500 for 20M+."},{"id":"sentry-ui-profiling","providerId":"sentry","sku":"UI Profiling","unit":"usd_per_hour","amountUsd":0.25,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"Pay-as-you-go. +$0.25/hr."},{"id":"sentry-continuous-profiling","providerId":"sentry","sku":"Continuous Profiling","unit":"usd_per_hour","amountUsd":0.0315,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"Pay-as-you-go. +$0.0315/hr."},{"id":"sentry-uptime-alert","providerId":"sentry","sku":"Uptime alert additional","unit":"usd_per_uptime_alert","amountUsd":1,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_uptime_alert","priceSortEligible":false,"qualifier":"Page says +$1.00/uptime alert additional. Billing period is not stated."},{"id":"sentry-cron-monitor","providerId":"sentry","sku":"Cron monitor additional","unit":"usd_per_monitor","amountUsd":0.78,"currency":"USD","sourceUrl":"https://sentry.io/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_monitor","priceSortEligible":false,"qualifier":"Page says +$0.78/monitor additional. Billing period is not stated."}],"notesExcerpt":"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.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://sentry.io","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=llm-audit-log-warehouse","human":"/providers/sentry","compare":"/compare/clickhouse-cloud-vs-sentry"},{"id":"vantage","slug":"vantage","name":"Vantage","tagline":"Depot pick for unified cloud+GPU+LLM FinOps. Helicone/Langfuse still own request-path token tracing; Vantage…","website":"https://www.vantage.sh","status":"active","overall":8.42,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.04,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"vantage-starter","providerId":"vantage","sku":"Starter","unit":"usd_per_month","amountUsd":0,"currency":"USD","sourceUrl":"https://www.vantage.sh/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Free. Tracks up to $2,500 of cloud spend. That figure is a cap, not a fee."},{"id":"vantage-pro","providerId":"vantage","sku":"Pro","unit":"usd_per_month","amountUsd":30,"currency":"USD","sourceUrl":"https://www.vantage.sh/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Up to $7,500 of tracked cloud spend. The spend cap is not a fee."},{"id":"vantage-business","providerId":"vantage","sku":"Business","unit":"usd_per_month","amountUsd":200,"currency":"USD","sourceUrl":"https://www.vantage.sh/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Up to $20,000 of tracked cloud spend. The spend cap is not a fee."}],"notesExcerpt":"As of 2026-10-24 (vantage.sh/pricing, fetched 2026-10-24): 'Simple, Fixed Pricing'. Starter 'Free' with '$2,500 of cloud spend' and '3 Users'; Pro '$30 /month' with '$7,500 of cloud spend' and '5 Users'; Business '$200 /month' with '$20,000 of cloud spend' and '10 Users' (Pro and…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.vantage.sh","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cost-monitoring","human":"/providers/vantage","compare":"/compare/clickhouse-cloud-vs-vantage"},{"id":"portkey","slug":"portkey","name":"Portkey","tagline":"Depot pick for production AI gateway (fallbacks, virtual keys, budgets). 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Enterprise is custom and was omitted."}],"notesExcerpt":"As of 2026-09-14 (portkey.ai/pricing): Developer free forever (10k logs/mo, 3-day log / 30-day metrics retention). Production $49/mo (100k logs, +$9/100k overage, 30/90-day retention, guardrails, RBAC). Enterprise custom (10M+ logs, VPC, HIPAA/BAA, private cloud). OSS self-host g…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://portkey.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cost-monitoring","human":"/providers/portkey","compare":"/compare/clickhouse-cloud-vs-portkey"},{"id":"helicone","slug":"helicone","name":"Helicone","tagline":"Maintenance mode since 2026-03-03 (Mintlify); site now says 'no longer part of Mintlify'. Runner-up only, not a pick.","website":"https://www.helicone.ai","status":"active","overall":8.13,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":-0.25,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"Proxy/gateway logging; usage-based plans from low tens of $/mo; open-source components.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.helicone.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=cost-monitoring","human":"/providers/helicone","compare":"/compare/clickhouse-cloud-vs-helicone"},{"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","status":"active","overall":8.13,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.25,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-audit-log-warehouse"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"Event-based observability pricing; excellent high-cardinality querying; not LLM-specialized.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.honeycomb.io","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=llm-audit-log-warehouse","human":"/providers/honeycomb","compare":"/compare/clickhouse-cloud-vs-honeycomb"},{"id":"openrouter","slug":"openrouter","name":"OpenRouter","tagline":"Best multi-model router for agents that need failover and experimentation. Pin providers in production; don’t…","website":"https://openrouter.ai","status":"active","overall":8,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.38,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cost-monitoring"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":2,"rows":[{"id":"openrouter-claude-sonnet-55-input","providerId":"openrouter","sku":"anthropic/claude-sonnet-5.5","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":true,"qualifier":"OpenRouter pass-through field, not copied onto the anthropic provider. pricing.prompt raw 0.000002. Docs: cost per input token, USD.","raw":{"field":"pricing.prompt","amount":"0.000002","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}},{"id":"openrouter-claude-sonnet-55-output","providerId":"openrouter","sku":"anthropic/claude-sonnet-5.5","unit":"usd_per_million_output_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":10,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":false,"qualifier":"pricing.completion raw 0.00001","raw":{"field":"pricing.completion","amount":"0.00001","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}},{"id":"openrouter-grok-47-input","providerId":"openrouter","sku":"x-ai/grok-4.7","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":true,"qualifier":"Base prompt field only. Response also has overrides at min_prompt_tokens 200000 (prompt 0.000004). Not blended.","raw":{"field":"pricing.prompt","amount":"0.000002","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}},{"id":"openrouter-grok-47-output","providerId":"openrouter","sku":"x-ai/grok-4.7","unit":"usd_per_million_output_tokens","amountUsd":6,"currency":"USD","sourceUrl":"https://openrouter.ai/api/v1/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":6,"normalizationReason":"per_token_field_times_1e6","priceSortEligible":false,"qualifier":"pricing.completion raw 0.000006","raw":{"field":"pricing.completion","amount":"0.000006","unit":"usd_per_token","unitSourceUrl":"https://openrouter.ai/docs/guides/overview/models"}}],"notesExcerpt":"As of 2026-09-14: Multi-provider LLM router with OpenAI-compatible API; pass-through model pricing plus small platform fee. Best for prototyping multi-model and failover; production should pin critical paths to direct providers.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://openrouter.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cost-monitoring","human":"/providers/openrouter","compare":"/compare/clickhouse-cloud-vs-openrouter"},{"id":"duckdb","slug":"duckdb","name":"DuckDB (vector/extensions)","tagline":"Use for local analytics + light vector experiments. Production agent memory → pgvector/Qdrant/Mem0.","website":"https://duckdb.org","status":"active","overall":8,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.38,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["sql-warehouse-agent-context"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14: DuckDB is free MIT/open-source (local/embedded). Vector similarity via VSS + community extensions — not a hosted vector SaaS. MotherDuck is the hosted DuckDB warehouse (Lite $0 with 10 GB + 10 Pulse hrs; Business $250/org/mo + usage). Treat DuckDB as local OLAP …","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://duckdb.org","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=sql-warehouse-agent-context","human":"/providers/duckdb","compare":"/compare/clickhouse-cloud-vs-duckdb"}],"rankContract":{"style":"editorial_weighted","notAnElo":true,"note":"deltaOverallVsSubject is Depot overall (0–10) minus the subject. It is not Arena Elo and not an Artificial Analysis index."},"freshness":{"scoreAsOfMin":"2026-09-14","scoreAsOfMax":"2026-10-19","contractAsOf":"2026-10-03"},"honesty":["Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category.","Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement.","Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row."],"links":{"human":"/alternatives/clickhouse-cloud","machine":"/api/alternatives?provider=clickhouse-cloud","provider":"/api/providers/clickhouse-cloud","canonical":"/api/canonical"}}