{"subject":{"id":"restate","slug":"restate","name":"Restate","tagline":"Strong Temporal alternative for durable AI agents, especially on Workers/Vercel. Remains medium until paid…","website":"https://restate.dev","status":"active","overall":8.15,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","lastReviewed":"2026-09-14","categoryIds":["cat-cpu-compute","cat-sandboxes-browsers"],"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 2026-09-14: Restate Cloud public usage-based — free tier 50k actions/mo, no card (restate.dev/blog/announcing-restate-cloud-public + docs). Paid action rates sales/console (marketing /pricing page thin to bots). BYOC (Jul 2026) for VPC-managed control plane. SOC2 / Enterpri…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://restate.dev","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":["stateful-agent-runtime","durable-agent-workflows","event-driven-agent-jobs","durable-idempotency"],"alternatives":[{"id":"temporal-cloud","slug":"temporal-cloud","name":"Temporal Cloud","tagline":"Default durable orchestration for serious long-running agents. 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No metered overage; execution pauses at the quota."},{"id":"inngest-pro","providerId":"inngest","sku":"Pro","unit":"usd_per_month","amountUsd":99,"currency":"USD","sourceUrl":"https://www.inngest.com/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Starting at $99/mo. 1M executions included. Not a ceiling."},{"id":"inngest-business","providerId":"inngest","sku":"Business","unit":"usd_per_month","amountUsd":499,"currency":"USD","sourceUrl":"https://www.inngest.com/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Starting at $499/mo. 10M executions included. 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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/restate-vs-inngest"},{"id":"letta","slug":"letta","name":"Letta Cloud","tagline":"Choose when the agent IS a long-lived stateful runtime. For bolt-on memory use Mem0/Zep.","website":"https://www.letta.com","status":"active","overall":7.4,"scoreKind":"curated_estimate","confidence":"medium","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.75,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["stateful-agent-runtime"],"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: Stateful agent runtime (ex-MemGPT). Free tier BYOK + limited agents; Pro ~$20/mo; API plan ~$20/mo + ~$0.10/active agent/mo + tool-exec ~$0.00015/s (secondary/roundup figures as stored then). As of 2026-10-25 https://www.letta.com/pricing answers HTTP 200 to pla…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.letta.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."},"decideHint":"/api/decide?jtbd=stateful-agent-runtime","human":"/providers/letta","compare":"/compare/restate-vs-letta"},{"id":"hatchet","slug":"hatchet","name":"Hatchet","tagline":"Temporal/Inngest peer for agent task orchestration. Prefer Temporal for serious durability; Inngest for TS…","website":"https://hatchet.run","status":"active","overall":8.02,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.13,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["durable-agent-workflows","event-driven-agent-jobs","durable-idempotency"],"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 (hatchet.run/pricing): Developer Free + usage — first 100k task runs included then $10 per 1M runs; SOC2. Team $500/mo + usage (10 users, 5 tenants, 3-day retention, 500 RPS). Scale $1,000/mo + usage (unlimited users/tenants, 7-day retention, audit/HIPAA). Enterp…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://hatchet.run","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=durable-agent-workflows","human":"/providers/hatchet","compare":"/compare/restate-vs-hatchet"},{"id":"dbos","slug":"dbos","name":"DBOS","tagline":"Embed durable steps in your app's Postgres rather than running a separate workflow cluster. 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Checkp…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.dbos.dev","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=durable-agent-workflows","human":"/providers/dbos","compare":"/compare/restate-vs-dbos"},{"id":"trigger-dev","slug":"trigger-dev","name":"Trigger.dev","tagline":"Pick for TS app background agent jobs. 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Otherwise Inngest/Temporal + Langfuse to avoid stack…","website":"https://www.langchain.com/langgraph","status":"active","overall":7.49,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.66,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["stateful-agent-runtime","durable-agent-workflows"],"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: LangGraph OSS free; hosted deployment is LangSmith Deployment. LangSmith Developer free; Plus ~$39/seat/mo with included traces + small serverless deployment, then LCU/LSU usage. 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See research/gaps.md."},"decideHint":"/api/decide?jtbd=stateful-agent-runtime","human":"/providers/langgraph-cloud","compare":"/compare/restate-vs-langgraph-cloud"},{"id":"upstash-qstash","slug":"upstash-qstash","name":"Upstash QStash","tagline":"Depot pick for a raw serverless agent event backbone (webhooks, delayed retries, fan-out) without operating…","website":"https://upstash.com","status":"active","overall":8.38,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.23,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["event-driven-agent-jobs"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"upstash-qstash-free","providerId":"upstash-qstash","sku":"Free","unit":"usd_per_month","amountUsd":0,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"1,000 messages/day, 50 GB, 1 MB max message."},{"id":"upstash-qstash-payg-messages","providerId":"upstash-qstash","sku":"Pay as You Go messages","unit":"usd_per_100k_messages","amountUsd":1,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_100k_messages","priceSortEligible":false,"qualifier":"Page header says retries are free and only published messages count. FAQ says each delivery attempt, including a retry, is billed. Both are on the page; not resolved here."},{"id":"upstash-qstash-bandwidth","providerId":"upstash-qstash","sku":"Pay as You Go bandwidth","unit":"usd_per_gb","amountUsd":0.05,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gb","priceSortEligible":false,"qualifier":"Free up to 50 GB/month, then $0.05/GB."},{"id":"upstash-qstash-fixed-1m","providerId":"upstash-qstash","sku":"Fixed 1M","unit":"usd_per_month","amountUsd":180,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Page labels the cap Messages/Day as 1M. 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Retries billed per delivery attempt…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://upstash.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=event-driven-agent-jobs","human":"/providers/upstash-qstash","compare":"/compare/restate-vs-upstash-qstash"},{"id":"mem0","slug":"mem0","name":"Mem0","tagline":"Default hosted agent memory bolt-on. Model retrieval volume carefully; self-host OSS if caps hurt.","website":"https://mem0.ai","status":"active","overall":7.59,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.56,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["stateful-agent-runtime"],"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 (mem0.ai/pricing, fetched 2026-10-24): Hosted memory layer. Hobby 'Free' ('10,000 add requests/ month', '1,000 retrieval requests/ month', '1 project'); Starter '$19 / month' ('50,000 add requests /month', '5,000 retrieval requests / month'); Pro '$249 / month' (…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://mem0.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=stateful-agent-runtime","human":"/providers/mem0","compare":"/compare/restate-vs-mem0"}],"rankContract":{"style":"editorial_weighted","notAnElo":true,"note":"deltaOverallVsSubject is Depot overall (0–10) minus the subject. 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