{"jtbd":{"id":"serverless-edge-redis","slug":"serverless-edge-redis","name":"Serverless HTTP Redis from edge/agents","shortName":"Serverless HTTP Redis from edge/agents","problemStatement":"Need Redis-compatible KV/cache/rate-limits from Workers/Vercel/Lambda without TCP connection pools or always-on memory bills."},"pick":{"id":"upstash-redis","slug":"upstash-redis","name":"Upstash Redis","tagline":"Default serverless-edge-redis. Use classic Redis Cloud when you need always-on fat memory / Redis modules…","website":"https://upstash.com/redis","overall":8.49,"scoreBand":{"low":7.9,"mid":8.5,"high":9.1,"halfWidth":0.6,"basis":"editorial_prior","display":"7.9–9.1 (editorial prior)"},"scoreLayers":{"editorialPrior":8.49,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (upstash.com/pricing/redis): Free 256MB / 500K commands. PAYG $0.2 per 100K commands + $0.25/GB storage; fixed plans from $10/mo. Prod Pack +$200/db. HTTP + TCP; agents can POST https://upstash.com/start-redis for temp DBs. Separate from Upstash QStash/Vector/Box catalog entries.","scores":{"capabilityFit":8.4,"pricePerformance":9,"latencyReliability":8.6,"developerDx":9.2,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8.6,"overall":8.49,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"redis","slug":"redis","name":"Redis","tagline":"Use as agent hot memory/cache, not as your only 100M-vector archive.","website":"https://redis.io","overall":8.07,"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":8.07,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Redis OSS + Redis Cloud; vector search via Redis Query Engine; pay for memory-centric hosting.","scores":{"capabilityFit":8.2,"pricePerformance":7,"latencyReliability":9,"developerDx":8.5,"privacyPosture":7.5,"lockInRisk":4,"maturity":9.6,"overall":8.07,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"cloudflare-workers","slug":"cloudflare-workers","name":"Cloudflare Workers","tagline":"Best edge runtime for lightweight agent gateways and tools. Heavy LLM loops still belong on Modal/Fly/GPU…","website":"https://workers.cloudflare.com","overall":8.53,"scoreBand":{"low":7.9,"mid":8.5,"high":9.1,"halfWidth":0.6,"basis":"editorial_prior","display":"7.9–9.1 (editorial prior)"},"scoreLayers":{"editorialPrior":8.53,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-21","editorialPriorAsOf":"2026-09-14","pricingNotes":"Request-based Workers + Durable Objects + R2 + Queues; generous free tier; CPU time limits.","scores":{"capabilityFit":8.6,"pricePerformance":9.2,"latencyReliability":9.2,"developerDx":8.5,"privacyPosture":8,"lockInRisk":5.5,"maturity":9.5,"overall":8.53,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"neon","slug":"neon","name":"Neon","tagline":"Excellent serverless Postgres for agent apps that want branching + pgvector without Supabase's full BaaS.","website":"https://neon.tech","overall":8.59,"scoreBand":{"low":8,"mid":8.6,"high":9.2,"halfWidth":0.6,"basis":"editorial_prior","display":"8.0–9.2 (editorial prior)"},"scoreLayers":{"editorialPrior":8.59,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Serverless Postgres with branching; pgvector supported; usage-based compute/storage.","scores":{"capabilityFit":8.6,"pricePerformance":8.8,"latencyReliability":8.6,"developerDx":9.4,"privacyPosture":8.2,"lockInRisk":3,"maturity":8.5,"overall":8.59,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.9,"mid":8.5,"high":9.1,"halfWidth":0.6,"basis":"editorial_prior","display":"7.9–9.1 (editorial prior)"},"scoreLayers":{"editorialPrior":8.49,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"upstash-redis","pickName":"Upstash Redis","pickScore":8.49,"highestScoredCandidateId":"neon","highestScoredCandidateName":"Neon","highestScore":8.59,"pickHasLowerCompositeScore":true,"delta":-0.1,"pickLeadsOnDimensions":["pricePerformance (9 vs 8.8)","maturity (8.6 vs 8.5)"],"explanation":"Upstash Redis (8.49) is the editorial pick for Serverless HTTP Redis from edge/agents over higher-composite Neon (8.59) because composite scores are provider-wide priors while Upstash Redis wins on pricePerformance (9 vs 8.8), maturity (8.6 vs 8.5): DX + pricePerf + reliability for bursty serverless agents. Upstash HTTP Redis is the default."},"cheapest":null,"recommendedWorkloadQuote":null,"representativeQuote":null,"estimatedTaskCost":null,"freeAlternatives":[],"referenceDocs":[],"falsification":{"jtbdId":"serverless-edge-redis","jtbdName":"Serverless HTTP Redis from edge/agents","currentPickId":"upstash-redis","currentPickScore":8.49,"challengerId":"redis","challengerScore":8.07,"currentScoreGap":0.42,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.57,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Redis (redis) outperforms Upstash Redis (upstash-redis) by >= 0.57 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Upstash Redis's representative SKU for serverless-edge-redis without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=upstash-redis) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"redis","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.57,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"upstash-redis","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"upstash-redis","immediateOverrideUrl":"/api/decide?jtbd=serverless-edge-redis&exhausted=upstash-redis"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=serverless-edge-redis","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"serverless-edge-redis","providerId":"redis","outcome":"worked","detail":"Comparative production evaluation on serverless-edge-redis (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["Redis (redis) outperforms Upstash Redis (upstash-redis) by >= 0.57 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Upstash Redis's representative SKU for serverless-edge-redis without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=upstash-redis) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"serverless-edge-redis","primary":{"providerId":"upstash-redis","name":"Upstash Redis","overall":8.49,"scoreBand":{"low":7.9,"mid":8.5,"high":9.1,"halfWidth":0.6,"basis":"editorial_prior","display":"7.9–9.1 (editorial prior)"},"scoreLayers":{"editorialPrior":8.49,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Serverless HTTP Redis from edge/agents; healthy/eligible under caller constraints."},"fallback":[{"providerId":"redis","name":"Redis","overall":8.07,"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":8.07,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Serverless HTTP Redis from edge/agents."},{"providerId":"cloudflare-workers","name":"Cloudflare Workers","overall":8.53,"scoreBand":{"low":7.9,"mid":8.5,"high":9.1,"halfWidth":0.6,"basis":"editorial_prior","display":"7.9–9.1 (editorial prior)"},"scoreLayers":{"editorialPrior":8.53,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-21","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Serverless HTTP Redis from edge/agents."},{"providerId":"neon","name":"Neon","overall":8.59,"scoreBand":{"low":8,"mid":8.6,"high":9.2,"halfWidth":0.6,"basis":"editorial_prior","display":"8.0–9.2 (editorial prior)"},"scoreLayers":{"editorialPrior":8.59,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Serverless HTTP Redis from edge/agents."}],"disqualified":[],"expectedRegret":{"scoreDeltaVsUnconstrainedPick":0,"unconstrainedPickId":"upstash-redis","activePrimaryId":"upstash-redis","summary":"0.00 score regret: unconstrained editorial pick satisfies all caller constraints."},"evidenceAgeDays":{"editorialScoreAgeDays":44,"pricingVerifiedAgeDays":1,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27"},"confidenceBand":{"low":7.9,"mid":8.5,"high":9.1,"halfWidth":0.6,"basis":"editorial_prior","display":"7.9–9.1 (editorial prior)"},"constraintsApplied":false,"constraintBundle":{"task":null,"jtbd":"serverless-edge-redis","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]}},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","tie":false,"scoreGap":0.42,"decidingFactor":null,"tieNote":null,"rationale":"DX + pricePerf + reliability for bursty serverless agents. Upstash HTTP Redis is the default.","whenNotTopPick":"Need fat always-on Redis modules / Redis Enterprise features — then Redis Cloud; pure edge state in CF — Durable Objects.","skipTopPick":false,"skipReason":null,"matchedConstraints":[],"pricingSummary":"As of 2026-09-14 (upstash.com/pricing/redis): Free 256MB / 500K commands. PAYG $0.2 per 100K commands + $0.25/GB storage; fixed plans from $10/mo. Prod Pack +$200/db. HTTP + TCP; agents can POST https://upstash.com/start-redis for temp DBs. Separate from Upstash QStash/Vector/Box…","cite":"Depot Pick for serverless-edge-redis: upstash-redis (asOf 2026-09-14). See GET /api/jtbds/serverless-edge-redis + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/serverless-edge-redis?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=serverless-edge-redis","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. Does not blend input and output or borrow a chat rate for a non-chat job."},{"step":3,"title":"Open provider detail","href":"/api/providers/upstash-redis","why":"Scores, pricingNotes, strengths/weaknesses, communitySignals (claims only)."},{"step":4,"title":"Cite methodology","href":"/api/methodology","why":"Required when publishing a Depot Pick citation."},{"step":5,"title":"Grab badge SVG","href":"/api/badge?type=depot-pick&jtbd=serverless-edge-redis","why":"Embed in README / agent passport."},{"step":6,"title":"Post production insight","method":"POST","href":"/api/insights","why":"Unverified until curated; never auto-mutates official scores."}],"honesty":["Do not invent scores or benches.","Insights are claims until curated/reviewed; they never silently mutate official scores.","lockInRisk higher = more lock-in (worse).","normalizedUsdPerMillionTokens is set only for a single sourced token row. Otherwise null, with a machine-readable reason. Do not coerce GPU, minute, or per-1k search units.","Runners-up are not Depot Picks.","Depot overall is editorial_weighted, not Arena Elo and not an Artificial Analysis index."],"asOf":"2026-09-14","depth":{"whenNotToUse":{"text":"Need fat always-on Redis modules / Redis Enterprise features — then Redis Cloud; pure edge state in CF — Durable Objects.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"redis","name":"Redis","overallForJob":8.07,"pickOverallForJob":8.49,"beatsPickOn":["latencyReliability","maturity"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":3.5,"runnerUpLockInRisk":4,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[],"migration":"The pick has lower stored lock-in risk than runner-up Redis (3.5 vs 4).","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.157), Depot Pick for serverless-edge-redis: upstash-redis, scores as of 2026-09-14, retrieved 2026-10-28. https://getagentdepot.com/jtbds/serverless-edge-redis","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/serverless-edge-redis) (v0.12.157) — Depot Pick for `serverless-edge-redis`: **upstash-redis** (scores as of 2026-09-14, retrieved 2026-10-28)","fields":{"publisher":"Agent Provider Depot","version":"0.12.157","role":"depot_pick","jtbdId":"serverless-edge-redis","providerId":"upstash-redis","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-28","page":"https://getagentdepot.com/jtbds/serverless-edge-redis","api":"https://getagentdepot.com/api/decide?jtbd=serverless-edge-redis"},"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. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":44,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":44,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":0,"pricingRowsReconfirmed":0,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}},"scoreAsOf":"2026-09-14","editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-09-14","runnersUpScoreAsOf":["2026-09-14","2026-09-14","2026-09-14"],"contractAsOf":"2026-10-03","pricingShape":"prose_notes_only","normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price"},"pricingContract":{"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 (upstash.com/pricing/redis): Free 256MB / 500K commands. PAYG $0.2 per 100K commands + $0.25/GB storage; fixed plans from $10/mo. Prod Pack +$200/db. HTTP + TCP; agents can POST https://upstash.com/start-redis for temp DBs. Separate from Upstash QStash/Vector/Box…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://upstash.com/redis","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."},"links":{"jtbd":"/jtbds/serverless-edge-redis","jtbdApi":"/api/jtbds/serverless-edge-redis","leaderboard":"/api/leaderboards?jtbd=serverless-edge-redis","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=serverless-edge-redis","decide":"/api/decide?jtbd=serverless-edge-redis","humanPage":"/jtbds/serverless-edge-redis","alternatives":"/api/alternatives?provider=upstash-redis","canonical":"/api/canonical","quote":"/api/quote?jtbd=serverless-edge-redis","falsify":"/api/falsify?jtbd=serverless-edge-redis"},"constraintBundle":{"task":null,"jtbd":"serverless-edge-redis","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"keep":null,"contextAdvice":null,"communityFeedback":{"pickOnThisJob":{"failed":0,"degraded":0,"worked":0,"insights":0,"withVerifiedReceipt":0,"failureModes":{},"latestAt":null,"note":"Agent-reported claims (unverified unless a receipt is verified by Depot's re-check). They never change scores or picks."},"outcomes":{"job":{"n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"verifiedReports":0,"contributors":0,"excluded":{"seed_editorial":0,"test":0,"notFeedback":0},"reason":"no_submitted_outcome_reports_yet"},"pick":{"providerId":"upstash-redis","n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"evidenceTiers":{"agent_claim":0,"self_declared":0,"reference_checked":0,"outcome_verified":0},"reason":"no_submitted_outcome_reports_yet"},"scoresMutated":false,"more":"/api/outcomes?jtbd=serverless-edge-redis"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}