{"jtbd":{"id":"deep-research-agents","slug":"deep-research-agents","name":"Deep research & multi-hop web agents","shortName":"Deep research","problemStatement":"Multi-step web research with citations, extractions sources, and agent-friendly APIs — beyond single-shot search."},"pick":{"id":"parallel","slug":"parallel","name":"Parallel","tagline":"Strong Exa peer for agent search; wins when you need Task/deep-research in one bill. Exa remains Depot…","website":"https://parallel.ai","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":"As of 2026-09-14 (docs.parallel.ai/getting-started/pricing): Search turbo/fast $1 / 1k requests (10 results); basic/advanced $5 / 1k; extra results $1 / 1k. Extract $1 / 1k URLs. Task processors $5–$2,400 / 1k successful runs (lite→ultra8x). Responses $10/$50/$250 per 1k by reasoning effort. Entity Search $5 / 1k (100 results). New orgs: $5 monthly credits (~5k turbo searches).","scores":{"capabilityFit":8.8,"pricePerformance":8.4,"latencyReliability":8,"developerDx":8.8,"privacyPosture":7.4,"lockInRisk":4.2,"maturity":7.2,"overall":8.07,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"perplexity","slug":"perplexity","name":"Perplexity","tagline":"Use when you want grounded answers without building search+cite yourself. For full agent stacks, prefer…","website":"https://www.perplexity.ai","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (docs.perplexity.ai pricing): Sonar $1/$1 per 1M in/out; Sonar Pro $3/$15; Sonar Reasoning Pro $2/$8; Sonar Deep Research $2/$8 + citation $2/1M + search queries $5/1K + reasoning $3/1M. Request fees per 1K (low/med/high context): Sonar $5/$8/$12; Sonar Pro & Reasoning Pro $6/$10/$14. Pro Search (Sonar Pro) $14/$18/$22. Search API $5/1K requests. Agent tools: web_search $0.0025, fetch_url $0.0005, people/finance_search $0.005, sandbox $0.03/session. Embeddings pplx-embed-v1-0.6b $0.004/1M; 4b $0.03/1M. Consumer Pro ≠ API billing. Note: Sonar Chat Completions→Agent API migration; Sonar supported until 2026-09-27.","scores":{"capabilityFit":8.2,"pricePerformance":7.5,"latencyReliability":8,"developerDx":8,"privacyPosture":7,"lockInRisk":5.5,"maturity":8.5,"overall":7.65,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"exa","slug":"exa","name":"Exa","tagline":"Depot pick for research-style agent search. Pair with Firecrawl when you need full page content.","website":"https://exa.ai","overall":8.28,"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":8.28,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","pricingNotes":"Neural/embeddings-oriented web search API; usage-based; great for research agents.","scores":{"capabilityFit":9,"pricePerformance":8.2,"latencyReliability":8.4,"developerDx":9.2,"privacyPosture":7.5,"lockInRisk":4.5,"maturity":8,"overall":8.28,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"id":"tavily","slug":"tavily","name":"Tavily","tagline":"Depot co-default for agent web search with Exa. Pick Tavily for classic SERP-like agent search.","website":"https://tavily.com","overall":8.24,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.24,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Search API built for AI agents; credit-based; returns clean results for RAG.","scores":{"capabilityFit":8.8,"pricePerformance":8.5,"latencyReliability":8.4,"developerDx":9.2,"privacyPosture":7.5,"lockInRisk":4.5,"maturity":7.8,"overall":8.24,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"you-com","slug":"you-com","name":"You.com API","tagline":"Agent search peer with Answer/Research SKUs. Exa remains depot agent-search pick; You.com strong when ZDR +…","website":"https://you.com","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":"As of 2026-09-14 (you.com/pricing + docs): $100 free credit; free 100 Web Search queries/day without key. Web Search API $5.00/1k calls; Contents API $1.00/1k pages; Answer API $5.00/1k; Research API tiers from Lite→Exhaustive (docs show ~$12–$1,200/1k depending on depth). SOC2; ZDR available; x402/MPP machine payments supported.","scores":{"capabilityFit":8.4,"pricePerformance":7.8,"latencyReliability":8.2,"developerDx":8.8,"privacyPosture":8.4,"lockInRisk":3.8,"maturity":7.4,"overall":8.07,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"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":8.07,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"parallel","pickName":"Parallel","pickScore":8.07,"highestScoredCandidateId":"exa","highestScoredCandidateName":"Exa","highestScore":8.28,"pickHasLowerCompositeScore":true,"delta":-0.21,"pickLeadsOnDimensions":["pricePerformance (8.4 vs 8.2)","lower lockInRisk (4.2 vs 4.5)"],"explanation":"Parallel (8.07) is the editorial pick for Deep research & multi-hop web agents over higher-composite Exa (8.28) because composite scores are provider-wide priors while Parallel wins on pricePerformance (8.4 vs 8.2), lower lockInRisk (4.2 vs 4.5): Watch Perplexity Sonar deprecation timing. Confidence: medium-high on Parallel positioning."},"cheapest":{"providerId":"exa","providerName":"Exa","skuId":"exa-agent-search-tool-call-usd-per-search","item":"Agent search tool call","plan":"Agent search tool call — $0","unit":"usd_per_search","amountUsd":0.005,"isFloorPrice":false,"floorWarning":null,"skuCountInUnit":1,"isDepotPick":false,"sourceUrl":"https://exa.ai/pricing","asOf":"2026-10-03","verifiedAsOf":"2026-10-03"},"recommendedWorkloadQuote":null,"representativeQuote":null,"estimatedTaskCost":null,"freeAlternatives":[{"id":"crawl4ai","name":"Crawl4AI","kind":"free_browser","jtbdIds":["self-host-browser","web-agent","deep-research-agents","web-scrape"],"whatYouGet":"Open-source crawler and browser toolkit you run yourself.","cost":"oss","license":"Apache-2.0 plus attribution requirement","sourceUrl":"https://raw.githubusercontent.com/unclecode/crawl4ai/main/LICENSE","notes":"LICENSE refetched 2026-10-03 is Apache License 2.0. README fetched the same day says Crawl4AI turns websites into clean, LLM-ready Markdown and is an open-source crawler and scraper you run yourself. The hosted cloud offer is not this row. Re-fetched twice 2026-10-25 (~10 s apart, plain curl, no login): HTTP 200, no redirect, byte-identical: 'Apache License Version 2.0, January 2004'. FLAG for review: the same LICENSE ends with an 'Attribution Requirement' section ('All distributions, publications, or public uses of this software, or derivative works based on this software, must include the following attribution'), which the stored license value 'Apache-2.0' does not capture; the GitHub commits API lists the last LICENSE change on 2025-02-21, so the term predates the 2026-10-03 fetch. License value left as stored (not re-labelled) pending that review. README.md (also fetched twice, HTTP 200, byte-identical) still says 'open-source web crawler for LLMs and AI agents' and 'LLM-ready Markdown'. License relabelled 2026-10-25 (v0.12.118): raw LICENSE re-fetched twice again (~10 s apart, plain curl, no login): HTTP 200, no redirect, byte-identical; it still opens 'Apache License Version 2.0, January 2004' and still ends with the 'Attribution Requirement' section ('All distributions, publications, or public uses of this software, or derivative works based on this software, must include the following attribution', naming UncleCode and the Crawl4AI project; for websites/web applications 'In an \"About\" or \"Credits\" section'). License value 'Apache-2.0' -> 'Apache-2.0 plus attribution requirement' (same style as mineru's 'Apache-2.0 plus additional commercial terms'); data decision by Agent Depo under Ethan delegation 2026-10-21 19:41 ET t55u. Flag resolved.","providerId":null,"limits":null,"asOf":"2026-10-25","freeType":"free_browser","substitutable":true},{"id":"gaia","name":"GAIA","kind":"free_data","jtbdIds":["evals","oss-evals","deep-research-agents"],"whatYouGet":"Gated public benchmark of tool-using assistant questions. Files require accepting a no-reshare condition. No license field was on the fetched card.","cost":"free","license":null,"sourceUrl":"https://huggingface.co/datasets/gaia-benchmark/GAIA/resolve/main/README.md","notes":"README fetched 2026-10-03. extra_gated_prompt says not to reshare outside a gated or private HF repo. No license key in the fetched card. Anonymous file download returned 401 earlier on the raw README path before this resolve URL. README re-fetched twice 2026-10-25 (HTTP 200, byte-identical): front matter still has extra_gated_prompt 'To avoid contamination and data leakage, you agree to not reshare this dataset outside of a gated or private repository on the HF hub.' and still no license key, so license stays null.","providerId":null,"limits":null,"asOf":"2026-10-25","freeType":"free_data","substitutable":true}],"referenceDocs":[],"falsification":{"jtbdId":"deep-research-agents","jtbdName":"Deep research & multi-hop web agents","currentPickId":"parallel","currentPickScore":8.07,"challengerId":"perplexity","challengerScore":7.65,"currentScoreGap":0.42,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.57,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Perplexity (perplexity) outperforms Parallel (parallel) by >= 0.57 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Parallel's representative SKU for deep-research-agents without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=parallel) 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":"perplexity","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.57,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"parallel","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"parallel","immediateOverrideUrl":"/api/decide?jtbd=deep-research-agents&exhausted=parallel"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=deep-research-agents","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"deep-research-agents","providerId":"perplexity","outcome":"worked","detail":"Comparative production evaluation on deep-research-agents (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":["Perplexity (perplexity) outperforms Parallel (parallel) by >= 0.57 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Parallel's representative SKU for deep-research-agents without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=parallel) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"deep-research-agents","primary":{"providerId":"parallel","name":"Parallel","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":"primary","reason":"Editorial Depot Pick for Deep research & multi-hop web agents; healthy/eligible under caller constraints."},"fallback":[{"providerId":"perplexity","name":"Perplexity","overall":7.65,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.65,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Deep research & multi-hop web agents."},{"providerId":"exa","name":"Exa","overall":8.28,"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":8.28,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","role":"fallback","reason":"Ranked fallback route for Deep research & multi-hop web agents."},{"providerId":"tavily","name":"Tavily","overall":8.24,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.24,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Deep research & multi-hop web agents."},{"providerId":"you-com","name":"You.com API","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 Deep research & multi-hop web agents."}],"disqualified":[],"expectedRegret":{"scoreDeltaVsUnconstrainedPick":0,"unconstrainedPickId":"parallel","activePrimaryId":"parallel","summary":"0.00 score regret: unconstrained editorial pick satisfies all caller constraints."},"evidenceAgeDays":{"editorialScoreAgeDays":43,"pricingVerifiedAgeDays":0,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27"},"confidenceBand":{"low":7.5,"mid":8.1,"high":8.7,"halfWidth":0.6,"basis":"editorial_prior","display":"7.5–8.7 (editorial prior)"},"constraintsApplied":false,"constraintBundle":{"task":null,"jtbd":"deep-research-agents","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":"Watch Perplexity Sonar deprecation timing. Confidence: medium-high on Parallel positioning.","whenNotTopPick":"Perplexity Sonar/Agent API already adopted, or Tavily/Exa fit simpler RAG search.","skipTopPick":false,"skipReason":null,"matchedConstraints":[],"pricingSummary":"As of 2026-09-14 (docs.parallel.ai/getting-started/pricing): Search turbo/fast $1 / 1k requests (10 results); basic/advanced $5 / 1k; extra results $1 / 1k. Extract $1 / 1k URLs. Task processors $5–$2,400 / 1k successful runs (lite→ultra8x). Responses $10/$50/$250 per 1k by reaso…","cite":"Depot Pick for deep-research-agents: parallel (asOf 2026-09-14). See GET /api/jtbds/deep-research-agents + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/deep-research-agents?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=deep-research-agents","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/parallel","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=deep-research-agents","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":"Perplexity Sonar/Agent API already adopted, or Tavily/Exa fit simpler RAG search.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"perplexity","name":"Perplexity","overallForJob":7.65,"pickOverallForJob":8.07,"beatsPickOn":["maturity"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":4.2,"runnerUpLockInRisk":5.5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[{"id":"crawl4ai","name":"Crawl4AI","license":"Apache-2.0 plus attribution requirement","sourceUrl":"https://raw.githubusercontent.com/unclecode/crawl4ai/main/LICENSE"}],"migration":"The pick has lower stored lock-in risk than runner-up Perplexity (4.2 vs 5.5). Self-host fallback listed for this job: Crawl4AI.","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 (v0.12.154), Depot Pick for deep-research-agents: parallel, scores as of 2026-09-14, retrieved 2026-10-27. https://getagentdepot.com/jtbds/deep-research-agents","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/deep-research-agents) (v0.12.154) — Depot Pick for `deep-research-agents`: **parallel** (scores as of 2026-09-14, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.154","role":"depot_pick","jtbdId":"deep-research-agents","providerId":"parallel","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/deep-research-agents","api":"https://getagentdepot.com/api/decide?jtbd=deep-research-agents"},"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":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"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","2026-10-19","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 (docs.parallel.ai/getting-started/pricing): Search turbo/fast $1 / 1k requests (10 results); basic/advanced $5 / 1k; extra results $1 / 1k. Extract $1 / 1k URLs. Task processors $5–$2,400 / 1k successful runs (lite→ultra8x). Responses $10/$50/$250 per 1k by reaso…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://parallel.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."},"links":{"jtbd":"/jtbds/deep-research-agents","jtbdApi":"/api/jtbds/deep-research-agents","leaderboard":"/api/leaderboards?jtbd=deep-research-agents","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=deep-research-agents","decide":"/api/decide?jtbd=deep-research-agents","humanPage":"/jtbds/deep-research-agents","alternatives":"/api/alternatives?provider=parallel","canonical":"/api/canonical","quote":"/api/quote?jtbd=deep-research-agents","falsify":"/api/falsify?jtbd=deep-research-agents"},"constraintBundle":{"task":null,"jtbd":"deep-research-agents","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":"parallel","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=deep-research-agents"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}