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Not a ceiling."},{"id":"inngest-extra-seat","providerId":"inngest","sku":"Extra seat","unit":"usd_per_seat","amountUsd":10,"currency":"USD","sourceUrl":"https://www.inngest.com/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_seat","priceSortEligible":false,"qualifier":"Pro: 15 then $10/seat. Business: 30 then $10/seat. Page does not label a billing period separate from the monthly plan."},{"id":"inngest-pro-events","providerId":"inngest","sku":"Pro event overage","unit":"usd_per_million_events","amountUsd":0.5,"currency":"USD","sourceUrl":"https://www.inngest.com/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_million_events","priceSortEligible":false,"qualifier":"Pro: 5m/mo included then $0.5 per 1m. Not a token price."},{"id":"inngest-pro-scores","providerId":"inngest","sku":"Pro score overage","unit":"usd_per_1k_scores","amountUsd":1.5,"currency":"USD","sourceUrl":"https://www.inngest.com/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_1k_scores","priceSortEligible":false,"qualifier":"Pro: 50K included then $1.50 per 1K."},{"id":"inngest-pro-concurrent-steps","providerId":"inngest","sku":"Pro concurrent steps","unit":"usd_per_25_concurrent_steps","amountUsd":25,"currency":"USD","sourceUrl":"https://www.inngest.com/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_25_concurrent_steps","priceSortEligible":false,"qualifier":"Pro: 100 included then $25 per 25."}],"notesExcerpt":"As of 2026-09-14: Hobby $0 (50k executions); Pro from $99/mo (1M executions, PAYG to 20M); Enterprise custom. OSS self-host available. Step functions with retries, fan-out, and observability aimed at event-driven agents.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.inngest.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=durable-agent-workflows","human":"/providers/inngest","compare":"/compare/langgraph-cloud-vs-inngest"},{"id":"langwatch","slug":"langwatch","name":"LangWatch","tagline":"Strong when you need multi-turn/voice agent simulations with EU self-host. Langfuse default tracing…","website":"https://langwatch.ai","status":"active","overall":8.06,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.57,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-tracing","evals"],"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 (langwatch.ai/pricing): Developer free (50k events/mo, 14-day access, 2 users). Growth €29/core-seat/mo + 200k events then €5/100k; 30-day retention then €3/GB. Enterprise hybrid/self-host/on-prem + marketplace billing. Scenario SDK OSS (Python+TS); voice agent s…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://langwatch.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=llm-tracing","human":"/providers/langwatch","compare":"/compare/langgraph-cloud-vs-langwatch"},{"id":"comet-opik","slug":"comet-opik","name":"Comet Opik","tagline":"Pick when you already live in Comet or want OSS Opik + optional cloud. Langfuse remains cheaper OSS default…","website":"https://www.comet.com/site/products/opik/","status":"active","overall":8.04,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.55,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-tracing","evals"],"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: Opik OSS self-host free. Comet Cloud free tier + Pro Cloud ~$19/mo class with ~100k spans / 60-day retention (confirm live comet.com/site/pricing). Fits teams already on Comet ML experiment tracking.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.comet.com/site/products/opik/","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-tracing","human":"/providers/comet-opik","compare":"/compare/langgraph-cloud-vs-comet-opik"},{"id":"honeyhive","slug":"honeyhive","name":"HoneyHive","tagline":"Use the free Developer tier to stand up agent evals/traces in a day; Enterprise when you need self-host…","website":"https://www.honeyhive.ai","status":"active","overall":8.02,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.53,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-tracing","evals"],"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 (honeyhive.ai/pricing): Developer free (no card) — 10k events/mo, 5 users, 1 workspace, 30-day retention, 1k RPM, evals + prompt versioning + CI. Enterprise custom (unlimited users/workspaces, SAML, custom retention, SLA, DPA/BAA, multi-tenant / single-tenant / h…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.honeyhive.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=llm-tracing","human":"/providers/honeyhive","compare":"/compare/langgraph-cloud-vs-honeyhive"}],"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/langgraph-cloud","machine":"/api/alternatives?provider=langgraph-cloud","provider":"/api/providers/langgraph-cloud","canonical":"/api/canonical"}}