{"subject":{"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","status":"active","overall":7.95,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","lastReviewed":"2026-10-19","categoryIds":["cat-sandboxes-browsers"],"regions":["global"],"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 (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."}},"relatedJtbdSlugs":["cloud-browser","web-agent","mobile-computer-use","visual-regression-qa"],"alternatives":[{"id":"browserbase","slug":"browserbase","name":"Browserbase","tagline":"Depot default for agents that need a real browser. 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Note: the docs plans table https://docs.browserbase.com/account/billing/plans.md (fetched 2026-10-21) still shows a single '| *Search overage* | N/A | $7/1k calls | $7/1k calls | Custom |', which matches only the Exa price; the pricing page (commercial source) and the docs Search page give $5 as the default."},{"id":"browserbase-search-calls-parallel-fast","providerId":"browserbase","sku":"Search calls (Parallel Fast)","unit":"usd_per_1k_searches","amountUsd":1,"currency":"USD","sourceUrl":"https://www.browserbase.com/pricing","asOf":"2026-10-21","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_1k_searches","priceSortEligible":false,"qualifier":"Developer and Startup overage after the 1,000 included Search calls when the request sets provider=parallel, mode=fast. 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Launch plan fee is $0 plus usage; the $30 credit was not converted into hours."},{"id":"steel-scale-browser-hour","providerId":"steel-dev","sku":"Scale browser hours","unit":"usd_per_browser_hour","amountUsd":0.08,"currency":"USD","sourceUrl":"https://docs.steel.dev/overview/pricinglimits","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_browser_hour","priceSortEligible":false,"qualifier":"Billed by the minute, rounded up. 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Per 1,000 calls."},{"id":"steel-dedicated-ip","providerId":"steel-dev","sku":"Scale dedicated IP","unit":"usd_per_ip_month","amountUsd":5,"currency":"USD","sourceUrl":"https://docs.steel.dev/overview/pricinglimits","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_ip_month","priceSortEligible":false,"qualifier":"Scale plan. Per IP per month."}],"notesExcerpt":"As of 2026-09-14 (docs.steel.dev/overview/pricinglimits): Launch **$0 + usage** ($30 one-time free credits/90d); Scale **$250 + usage** ($100 credits/mo); Enterprise custom. Browser hours Launch **$0.10/hr** / Scale **$0.08/hr** (per-minute round-up). Proxy $10/$6 per GB; CAPTCHA…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://steel.dev","doNotParse":"Do not parse pricingNotes. 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Depot mobile…","website":"https://www.testmuai.com","status":"active","overall":7.94,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.01,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["mobile-computer-use","visual-regression-qa"],"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: 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 p…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.testmuai.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=mobile-computer-use","human":"/providers/testmu-ai","compare":"/compare/browserstack-vs-testmu-ai"},{"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","status":"active","overall":7.91,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.04,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["mobile-computer-use","visual-regression-qa"],"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 (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 Acces…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://saucelabs.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=mobile-computer-use","human":"/providers/sauce-labs","compare":"/compare/browserstack-vs-sauce-labs"},{"id":"firecrawl","slug":"firecrawl","name":"Firecrawl","tagline":"Depot pick for turning the web into LLM context. Browserbase when you need to *act*, Firecrawl when you need…","website":"https://www.firecrawl.dev","status":"active","overall":8.25,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":0.3,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["web-agent"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"firecrawl-hobby-extra-credits","providerId":"firecrawl","sku":"Hobby extra credits","unit":"usd_per_1k_credits","amountUsd":5,"currency":"USD","sourceUrl":"https://www.firecrawl.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_1k_credits","priceSortEligible":false,"qualifier":"1,000 extra credits per $5. Not divided into a per-page price. Effective September 4, 2026."},{"id":"firecrawl-standard-extra-credits","providerId":"firecrawl","sku":"Standard extra credits","unit":"usd_per_2k_credits","amountUsd":5,"currency":"USD","sourceUrl":"https://www.firecrawl.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_2k_credits","priceSortEligible":false,"qualifier":"2,000 extra credits per $5. Not divided."},{"id":"firecrawl-growth-extra-credits","providerId":"firecrawl","sku":"Growth extra credits","unit":"usd_per_2500_credits","amountUsd":5,"currency":"USD","sourceUrl":"https://www.firecrawl.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_2500_credits","priceSortEligible":false,"qualifier":"2,500 extra credits per $5. Not divided."},{"id":"firecrawl-scale-extra-credits","providerId":"firecrawl","sku":"Scale extra credits","unit":"usd_per_5k_credits","amountUsd":5,"currency":"USD","sourceUrl":"https://www.firecrawl.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_5k_credits","priceSortEligible":false,"qualifier":"5,000 extra credits per $5. Not divided. Scale plan is also $599/month billed yearly and was not mixed into this pack."}],"notesExcerpt":"Crawl/scrape to clean markdown/JSON for LLMs; API credits; agent/sandbox features expanding.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.firecrawl.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":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=web-agent","human":"/providers/firecrawl","compare":"/compare/browserstack-vs-firecrawl"},{"id":"cloudflare-browser-rendering","slug":"cloudflare-browser-rendering","name":"Cloudflare Browser Rendering","tagline":"Edge browser peer when already on Cloudflare. Depot cloud-browser pick stays Browserbase; Anchor/Hyperbrowser…","website":"https://developers.cloudflare.com/browser-rendering/","status":"active","overall":8.04,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.09,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cloud-browser"],"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 (developers.cloudflare.com/browser-run/pricing, redirected from browser-rendering/platform/pricing, fetched 2026-10-24; the product is now named 'Cloudflare Browser Run'; 'Last updated Apr 21, 2026'): 'Available on Free and Paid plans'. Quick Actions: 'Charged fo…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://developers.cloudflare.com/browser-rendering/","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=cloud-browser","human":"/providers/cloudflare-browser-rendering","compare":"/compare/browserstack-vs-cloudflare-browser-rendering"},{"id":"cua","slug":"cua","name":"Cua","tagline":"Best Scrapybara/E2B Desktop peer when you need Windows+macOS+Android fleets or local OSS sandboxes. E2B…","website":"https://cua.ai","status":"active","overall":8.02,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.07,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["mobile-computer-use"],"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 (cua.ai): OSS MIT sandbox/driver (Docker/QEMU/Apple VZ local). Cua Fleet usage-based: CPU $0.044625/vCPU/hr, memory $0.0223125/GB/hr. Cloud Windows sandboxes GA (credits: Small 8/hr, Medium 15/hr, Large 31/hr on the Windows GA post); macOS preview on patented vir…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://cua.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=mobile-computer-use","human":"/providers/cua","compare":"/compare/browserstack-vs-cua"},{"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","status":"active","overall":7.8,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.15,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["visual-regression-qa"],"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 (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…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.hyperbrowser.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=visual-regression-qa","human":"/providers/hyperbrowser","compare":"/compare/browserstack-vs-hyperbrowser"},{"id":"genymotion-cloud","slug":"genymotion-cloud","name":"Genymotion Cloud","tagline":"Use when agents need Android VMs (not real handsets). Real-device mobile CUA stays BrowserStack/Sauce/AWS…","website":"https://www.genymotion.com","status":"active","overall":7.75,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.2,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["mobile-computer-use"],"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 (docs.genymotion.com/usage/saas/pricing): Pay-as-you-go $0.06 per running virtual-device minute (default 2 simultaneous; sales for more). Unlimited plan ~$219/device/mo or ~$179/device/mo annual (simultaneous devices). Premium = dedicated infra, custom CPU/RAM/GP…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.genymotion.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=mobile-computer-use","human":"/providers/genymotion-cloud","compare":"/compare/browserstack-vs-genymotion-cloud"},{"id":"aws-device-farm","slug":"aws-device-farm","name":"AWS Device Farm","tagline":"AWS-estate default for mobile device farms. BrowserStack if you want the bigger self-serve catalog; Cua for…","website":"https://aws.amazon.com/device-farm/","status":"active","overall":7.7,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.25,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["mobile-computer-use"],"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 (aws.amazon.com/device-farm/pricing): Metered $0.17/device-minute after a one-time 1,000-minute free trial. Unmetered $250/slot/month (unlimited tests for that concurrency; Android/iOS and automated vs remote-access slots separate). Private dedicated devices from…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://aws.amazon.com/device-farm/","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=mobile-computer-use","human":"/providers/aws-device-farm","compare":"/compare/browserstack-vs-aws-device-farm"}],"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/browserstack","machine":"/api/alternatives?provider=browserstack","provider":"/api/providers/browserstack","canonical":"/api/canonical"}}