{"jtbd":{"id":"visual-regression-qa","slug":"visual-regression-qa","name":"Screenshot & visual regression QA","shortName":"Visual QA","problemStatement":"Capture screenshots across browsers/devices and diff UI regressions for agent-driven release gates."},"pick":{"id":"browserstack","slug":"browserstack","name":"BrowserStack","tagline":"Depot pick for mobile-computer-use on real phones. Cua if you only need Android VMs; AWS Device Farm if you…","website":"https://www.browserstack.com","overall":8.11,"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":8.11,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","pricingNotes":"As of 2026-09-14 (browserstack.com/pricing): App Automate Device Cloud $199/mo billed annually (1 parallel, 30k+ real iOS/Android, unlimited minutes); Device Cloud Pro $249/mo. App Live Individual $39/mo; Team $150; Team Pro $249. Live Desktop $29 / Desktop+Mobile $39. Freelancer Live from $12.50/mo. Automate Desktop+Mobile from $175/mo per parallel. Enterprise add-ons (SSO, IP allowlist).","scores":{"capabilityFit":9,"pricePerformance":6.2,"latencyReliability":9,"developerDx":8,"privacyPosture":7.8,"lockInRisk":5.5,"maturity":9.4,"overall":8.11,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},"runnersUp":[{"id":"browserbase","slug":"browserbase","name":"Browserbase","tagline":"Depot default for agents that need a real browser. Pair with Stagehand/Browser Use for the reasoning loop.","website":"https://www.browserbase.com","overall":8.34,"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":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","pricingNotes":"Session-based cloud browsers; free/$20/$99/custom tiers; Playwright-compatible; recordings/stealth.","scores":{"capabilityFit":9.2,"pricePerformance":7.5,"latencyReliability":8.8,"developerDx":9.4,"privacyPosture":7.5,"lockInRisk":5,"maturity":8.2,"overall":8.34,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"id":"sauce-labs","slug":"sauce-labs","name":"Sauce Labs","tagline":"BrowserStack peer for real-device mobile computer-use. Prefer when you already live in Sauce QA tooling or…","website":"https://saucelabs.com","overall":8.05,"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":8.05,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (saucelabs.com/pricing): Live Testing $39/mo annual ($49 MoM). Virtual Device Cloud $149/mo annual ($199 MoM) — unlimited minutes, 1–24 parallel. Real Device Cloud $199/mo annual ($249 MoM) — real iOS/Android, Appium/Espresso/XCUITest, REST API. Real Device Access API (programmable device infra, GA 2026-02) is an add-on priced per private device, not per call. Enterprise: SSO, private devices, Sauce AI agents.","scores":{"capabilityFit":8.8,"pricePerformance":6.2,"latencyReliability":8.8,"developerDx":7.8,"privacyPosture":8.2,"lockInRisk":4.8,"maturity":9.2,"overall":8.05,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"testmu-ai","slug":"testmu-ai","name":"TestMu AI (ex-LambdaTest)","tagline":"Budget BrowserStack/Sauce peer. Catalog as testmu-ai — do not add a second live LambdaTest SKU. Depot mobile…","website":"https://www.testmuai.com","overall":7.94,"scoreBand":{"low":7.3,"mid":7.9,"high":8.5,"halfWidth":0.6,"basis":"editorial_prior","display":"7.3–8.5 (editorial prior)"},"scoreLayers":{"editorialPrior":7.94,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: LambdaTest rebranded to TestMu AI (Jan 2026) — same product/APIs/billing lineage (mobile-api.lambdatest.com still works). Free forever tier for limited mins. Live from ~$15/mo; web+mobile automation from ~$99/mo; Native App Automation historically ~$159/mo per parallel (annual). KaneAI/Kane CLI credit plans on testmuai.com/pricing (Starter $17 / Pro $89 / Max $179 annual). 10k+ real devices / 3k+ browsers. Verify live card — AI SKUs move fast.","scores":{"capabilityFit":8.4,"pricePerformance":7.8,"latencyReliability":8.2,"developerDx":8,"privacyPosture":7.6,"lockInRisk":4.5,"maturity":8.6,"overall":7.94,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"hyperbrowser","slug":"hyperbrowser","name":"Hyperbrowser","tagline":"Pick when you want hosted OpenAI/Claude computer-use on stealth Chromium without owning the browser fleet…","website":"https://www.hyperbrowser.ai","overall":7.73,"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":7.73,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (docs): 1 credit = $0.001. Browser usage 100 credits/hr ($0.10/hr); proxy 10k credits/GB ($10/GB). Fetch $0.001/page (+$0.009 with proxy); scrape $0.001/page; AI extract $30/M output tokens. HyperAgent / Browser Use steps $0.02/step. Hosted CUA token pass-through (e.g. computer-use-preview $3.15/$12.60 per 1M). Startup plan commonly $30/mo for 30k credits / 25 concurrent (confirm billing page). SOC2 Type II + HIPAA.","scores":{"capabilityFit":8.2,"pricePerformance":8.2,"latencyReliability":7.8,"developerDx":8.4,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":6.8,"overall":7.73,"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":8.11,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"browserstack","pickName":"BrowserStack","pickScore":8.11,"highestScoredCandidateId":"browserbase","highestScoredCandidateName":"Browserbase","highestScore":8.34,"pickHasLowerCompositeScore":true,"delta":-0.23,"pickLeadsOnDimensions":["latencyReliability (9 vs 8.8)","privacyPosture (7.8 vs 7.5)","maturity (9.4 vs 8.2)"],"explanation":"BrowserStack (8.11) is the editorial pick for Screenshot & visual regression QA over higher-composite Browserbase (8.34) because composite scores are provider-wide priors while BrowserStack wins on latencyReliability (9 vs 8.8), privacyPosture (7.8 vs 7.5), maturity (9.4 vs 8.2): Device-farm breadth + SDKs. Confidence: high."},"cheapest":null,"recommendedWorkloadQuote":null,"representativeQuote":null,"estimatedTaskCost":null,"freeAlternatives":[],"referenceDocs":[],"falsification":{"jtbdId":"visual-regression-qa","jtbdName":"Screenshot & visual regression QA","currentPickId":"browserstack","currentPickScore":8.11,"challengerId":"browserbase","challengerScore":8.34,"currentScoreGap":0.23,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.38,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Browserbase (browserbase) outperforms BrowserStack (browserstack) by >= 0.38 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on BrowserStack's representative SKU for visual-regression-qa without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=browserstack) 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":"browserbase","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.38,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"browserstack","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"browserstack","immediateOverrideUrl":"/api/decide?jtbd=visual-regression-qa&exhausted=browserstack"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=visual-regression-qa","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"visual-regression-qa","providerId":"browserbase","outcome":"worked","detail":"Comparative production evaluation on visual-regression-qa (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":["Browserbase (browserbase) outperforms BrowserStack (browserstack) by >= 0.38 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on BrowserStack's representative SKU for visual-regression-qa without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=browserstack) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"visual-regression-qa","primary":{"providerId":"browserstack","name":"BrowserStack","overall":8.11,"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":8.11,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","role":"primary","reason":"Editorial Depot Pick for Screenshot & visual regression QA; healthy/eligible under caller constraints."},"fallback":[{"providerId":"browserbase","name":"Browserbase","overall":8.34,"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":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","role":"fallback","reason":"Ranked fallback route for Screenshot & visual regression QA."},{"providerId":"sauce-labs","name":"Sauce Labs","overall":8.05,"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":8.05,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Screenshot & visual regression QA."},{"providerId":"testmu-ai","name":"TestMu AI (ex-LambdaTest)","overall":7.94,"scoreBand":{"low":7.3,"mid":7.9,"high":8.5,"halfWidth":0.6,"basis":"editorial_prior","display":"7.3–8.5 (editorial prior)"},"scoreLayers":{"editorialPrior":7.94,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Screenshot & visual regression QA."},{"providerId":"hyperbrowser","name":"Hyperbrowser","overall":7.73,"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":7.73,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Screenshot & visual regression QA."}],"disqualified":[],"expectedRegret":{"scoreDeltaVsUnconstrainedPick":0,"unconstrainedPickId":"browserstack","activePrimaryId":"browserstack","summary":"0.00 score regret: unconstrained editorial pick satisfies all caller constraints."},"evidenceAgeDays":{"editorialScoreAgeDays":8,"pricingVerifiedAgeDays":0,"editorialPriorAsOf":"2026-10-19","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":"visual-regression-qa","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]}},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","tie":false,"scoreGap":-0.23,"decidingFactor":null,"tieNote":null,"rationale":"Device-farm breadth + SDKs. 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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/browserstack","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=visual-regression-qa","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":"2026-10-19","depth":{"whenNotToUse":{"text":"Agent browser automation is the product (Browserbase/Hyperbrowser), not device-farm coverage.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"browserbase","name":"Browserbase","overallForJob":8.34,"pickOverallForJob":8.11,"beatsPickOn":["capabilityFit","pricePerformance","developerDx","lockInRisk"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":5.5,"runnerUpLockInRisk":5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[],"migration":"Runner-up Browserbase has lower stored lock-in risk (5 vs 5.5, 0–10, higher = more lock-in).","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 (v0.12.148), Depot Pick for visual-regression-qa: browserstack, scores as of 2026-10-19, retrieved 2026-10-27. https://getagentdepot.com/jtbds/visual-regression-qa","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/visual-regression-qa) (v0.12.148) — Depot Pick for `visual-regression-qa`: **browserstack** (scores as of 2026-10-19, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.148","role":"depot_pick","jtbdId":"visual-regression-qa","providerId":"browserstack","scoreAsOf":"2026-10-19","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/visual-regression-qa","api":"https://getagentdepot.com/api/decide?jtbd=visual-regression-qa"},"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":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-10-19","ageDays":8,"stale":false,"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":"2026-10-19","editorialPriorAsOf":"2026-10-19","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-10-19","runnersUpScoreAsOf":["2026-10-19","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 (browserstack.com/pricing): App Automate Device Cloud $199/mo billed annually (1 parallel, 30k+ real iOS/Android, unlimited minutes); Device Cloud Pro $249/mo. App Live Individual $39/mo; Team $150; Team Pro $249. Live Desktop $29 / Desktop+Mobile $39. Freelancer…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.browserstack.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."},"links":{"jtbd":"/jtbds/visual-regression-qa","jtbdApi":"/api/jtbds/visual-regression-qa","leaderboard":"/api/leaderboards?jtbd=visual-regression-qa","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=visual-regression-qa","decide":"/api/decide?jtbd=visual-regression-qa","humanPage":"/jtbds/visual-regression-qa","alternatives":"/api/alternatives?provider=browserstack","canonical":"/api/canonical","quote":"/api/quote?jtbd=visual-regression-qa","falsify":"/api/falsify?jtbd=visual-regression-qa"},"constraintBundle":{"task":null,"jtbd":"visual-regression-qa","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":"browserstack","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=visual-regression-qa"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}