{"jtbd":{"id":"multilingual-stt","slug":"multilingual-stt","name":"Multilingual / code-switching speech-to-text","shortName":"Multilingual / code-switching speech-to-text","problemStatement":"Agents must transcribe 20–50+ languages or mid-utterance language switches with production accuracy — not English-only streaming."},"pick":{"id":"speechmatics","slug":"speechmatics","name":"Speechmatics","tagline":"Depot pick for multilingual/production STT beyond English-first stacks. Deepgram remains default $/min…","website":"https://www.speechmatics.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":"2026-10-19","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (speechmatics.com/pricing): $100 free credit, no card. Pro PAYG (50 concurrent realtime, 10 file jobs/s); Enterprise volume/on-prem/custom. Enhanced vs Standard vs Melia-1 (multilingual code-switch) models. Volume auto-discount >500 hrs/mo/type; optional model-training opt-in −33% STT. SOC2/ISO27001/GDPR/HIPAA. Exact Enhanced/Standard $/hr confirm in portal (marketing shows plan structure more than full matrix).","scores":{"capabilityFit":9,"pricePerformance":7.2,"latencyReliability":8.8,"developerDx":7.8,"privacyPosture":8.8,"lockInRisk":4,"maturity":9,"overall":8.24,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"gladia","slug":"gladia","name":"Gladia","tagline":"EU multilingual STT with a now-pinned official $/hr card. Speechmatics remains Depot multilingual pick…","website":"https://www.gladia.io","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 (support.gladia.io help article as fetched then): Starter PAYG async $0.61/hr, realtime $0.75/hr (30 RT / 25 async concurrent). Growth commit from $0.20/hr async / $0.25/hr realtime (up to 67% off). Diarization, auto language detect, 100+ languages included. Credit-wallet billing (new accounts €50 grant; legacy 10 hr/mo still mentioned on product pages). GDPR/HIPAA/SOC2 Type 2. As of 2026-10-25 (https://www.gladia.io/pricing, HTTP 200 to plain curl, no login): the page shows EUR rates only: 'Starts at 0.16€ /hour' (async Self-serve, Solaria-3), 'Starts at 0.68€ /hour' (real-time Self-serve), 'Start with 50€ free credits'. The help article (page says 'Updated 23 Oct 2026') no longer lists rates: 'Rates, volume tiers, add-on prices and top-up bonuses are kept up to date on our pricing page.' The USD figures above are not re-priced or converted here; any change goes through the reviewed --catalog step.","scores":{"capabilityFit":8.2,"pricePerformance":7.8,"latencyReliability":8,"developerDx":8.2,"privacyPosture":8.8,"lockInRisk":3.5,"maturity":7.2,"overall":7.94,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"deepgram","slug":"deepgram","name":"Deepgram","tagline":"Default STT and strong voice-agent platform. Standard Flux TTS / Voice Agent rates live since 2026-09-15…","website":"https://deepgram.com","overall":8.5,"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":8.5,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-10-19","pricingNotes":"As of 2026-09-22 (deepgram.com/pricing live): Flux TTS / Voice Agent promo ended; **Standard is live**. Flux TTS PAYG **$0.0450/1k** chars (Growth $0.0405); Aura-2 $0.030/1k; Aura-1 $0.015. Voice Agent Standard **$0.075/min** PAYG ($0.068 Growth); Standard BYO TTS $0.065/$0.051; Custom BYO LLM+TTS $0.050/$0.041; Advanced $0.163/$0.146. STT still shows limited-time streaming promos (Flux EN $0.0065/min PAYG; Nova-3 mono stream $0.0048). Buy Flux TTS get matching credits up to $500 through **2026-12-31**. Free $200 credit then PAYG.","scores":{"capabilityFit":8.8,"pricePerformance":8.8,"latencyReliability":8.6,"developerDx":8.6,"privacyPosture":8.2,"lockInRisk":4,"maturity":9,"overall":8.5,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}},{"id":"assemblyai","slug":"assemblyai","name":"AssemblyAI","tagline":"Great when you need STT + audio intelligence features. Deepgram usually wins raw $/min STT.","website":"https://www.assemblyai.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":"2026-09-14","pricingNotes":"As of 2026-09-14: Async Universal tiers roughly $0.15–$0.21/hr; realtime higher (~$0.45/hr class); Voice Agent API ~$4.50/hr all-inclusive packaging on public pages. New accounts often get ~$50 credits. Strong LLM-ready transcript features (summaries, PII redaction).","scores":{"capabilityFit":8.6,"pricePerformance":7.2,"latencyReliability":8.4,"developerDx":8.8,"privacyPosture":8,"lockInRisk":4.2,"maturity":8.8,"overall":8.11,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"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"},"whyPickOverHigherScore":{"pickId":"speechmatics","pickName":"Speechmatics","pickScore":8.24,"highestScoredCandidateId":"deepgram","highestScoredCandidateName":"Deepgram","highestScore":8.5,"pickHasLowerCompositeScore":true,"delta":-0.26,"pickLeadsOnDimensions":["capabilityFit (9 vs 8.8)","latencyReliability (8.8 vs 8.6)","privacyPosture (8.8 vs 8.2)"],"explanation":"Speechmatics (8.24) is the editorial pick for Multilingual / code-switching speech-to-text over higher-composite Deepgram (8.5) because composite scores are provider-wide priors while Speechmatics wins on capabilityFit (9 vs 8.8), latencyReliability (8.8 vs 8.6), privacyPosture (8.8 vs 8.2): Capability on language coverage + code-switch + privacy/on-prem. PricePerf secondary to accuracy across locales."},"cheapest":{"providerId":"deepgram","providerName":"Deepgram","skuId":"deepgram-nova-3-mono-prerecorded","item":"Nova-3 Monolingual pre-recorded speech-to-text","plan":"Nova-3 Monolingual pre-recorded speech-to-text — Pay As You Go, Pre-Recorded tab, $/minute","unit":"usd_per_minute","amountUsd":0.0043,"isFloorPrice":true,"floorWarning":"Provider-wide floor SKU; may not be the flagship model scored for this JTBD.","skuCountInUnit":4,"isDepotPick":false,"sourceUrl":"https://deepgram.com/pricing","asOf":"2026-10-19","verifiedAsOf":"2026-10-19"},"recommendedWorkloadQuote":{"providerId":"speechmatics","providerName":"Speechmatics","skuId":"speechmatics-melia-1","item":"Melia 1 pre-recorded transcription","plan":"Melia 1 pre-recorded transcription — Pre-recorded speech-to-text, per hour of audio (list; volume discount up to 25% not applied)","unit":"usd_per_hour","amountUsd":0.12,"outputSkuId":null,"outputItem":null,"outputAmountUsd":null,"outputUnit":null,"sourceUrl":"https://www.speechmatics.com/pricing","asOf":"2026-10-19","pricingLastVerifiedAt":"2026-10-19","isFlagshipForJob":false,"differsFromFloorCheapest":false,"representativeQuote":{"skuId":"speechmatics-melia-1","item":"Melia 1 pre-recorded transcription","plan":"Melia 1 pre-recorded transcription — Pre-recorded speech-to-text, per hour of audio (list; volume discount up to 25% not applied)","amountUsd":0.12,"inputOrUnitUsd":0.12,"unit":"usd_per_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://www.speechmatics.com/pricing","asOf":"2026-10-19"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":6,"totalUsd":6.9,"estimatedTotalUsd":6.9,"perTaskUsd":0.0069,"estimatedCostPerTaskUsd":0.0069,"formula":"(1,000 tasks * 0.05 hr/task * $0.12/hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."}},"representativeQuote":{"skuId":"speechmatics-melia-1","item":"Melia 1 pre-recorded transcription","plan":"Melia 1 pre-recorded transcription — Pre-recorded speech-to-text, per hour of audio (list; volume discount up to 25% not applied)","amountUsd":0.12,"inputOrUnitUsd":0.12,"unit":"usd_per_hour","outputUsd":null,"outputUnit":null,"sourceUrl":"https://www.speechmatics.com/pricing","asOf":"2026-10-19"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":0.05,"baseCostPer1kTasksUsd":6,"totalUsd":6.9,"estimatedTotalUsd":6.9,"perTaskUsd":0.0069,"estimatedCostPerTaskUsd":0.0069,"formula":"(1,000 tasks * 0.05 hr/task * $0.12/hour) * 1.15 overhead","assumptions":"1,000 tasks @ 3 min (0.05 hr) runtime per task with 1.15x retry overhead."},"freeAlternatives":[{"id":"gemini-3.5-transcribe-free-tier","name":"Gemini 3.5 Transcribe free tier","kind":"free_speech","providerId":"google-ai","jtbdIds":["speech-to-text","multilingual-stt"],"whatYouGet":"gemini-3.5-transcribe standard audio input and text output marked Free of charge. gemini-3.5-transcribe-live (real-time streaming transcription over WebSockets) standard cells are also Free of charge.","cost":"free_tier_unspecified","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","notes":"Pricing page fetched twice 2026-10-26 (identical text; page footer 'Last updated 2026-10-26 UTC'): gemini-3.5-transcribe is 'Our speech-to-text model with automatic language detection, speaker diarization, word-level timestamps, and custom vocabulary biasing.' Its Standard Free Tier input and output cells read 'Free of charge'. gemini-3.5-transcribe-live is 'Our low-latency, real-time speech-to-text model for bidirectional streaming audio transcription over WebSockets.' and its Standard Free Tier input and output cells also read 'Free of charge'. No numeric audio quota. The page's per-minute paid estimates ('Estimated pricing is based on 25 audio tokens per second for input and 175 text tokens per minute for output', with blended rates of ~$0.005 per min for Transcribe and ~$0.009 per min for Live Transcribe) are paid-tier estimates, not a free cap. https://ai.google.dev/gemini-api/docs/rate-limits (fetched twice 2026-10-26, identical text, 'Last updated 2026-10-26 UTC') publishes no free-tier RPM, TPM or RPD and says 'View your active rate limits in AI Studio', so limits stay null. Re-quoted in v0.12.130 (previously fetched twice 2026-10-24, page footer 'Last updated 2026-10-22 UTC'); gemini-3.5-transcribe-live added to this row in v0.12.130 as a Depot data decision (approvalRef 'Ethan delegation 2026-10-21 19:41 ET t55u', decidedBy Agent Depo); no price stored, not a $0 price-sort row.","limits":null,"license":null,"asOf":"2026-10-26","freeType":"free_speech","substitutable":true}],"referenceDocs":[],"falsification":{"jtbdId":"multilingual-stt","jtbdName":"Multilingual / code-switching speech-to-text","currentPickId":"speechmatics","currentPickScore":8.24,"challengerId":"gladia","challengerScore":7.94,"currentScoreGap":0.3,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.45,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Gladia (gladia) outperforms Speechmatics (speechmatics) by >= 0.45 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Speechmatics's representative SKU for multilingual-stt without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=speechmatics) 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":"gladia","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.45,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"speechmatics","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"speechmatics","immediateOverrideUrl":"/api/decide?jtbd=multilingual-stt&exhausted=speechmatics"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=multilingual-stt","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"multilingual-stt","providerId":"gladia","outcome":"worked","detail":"Comparative production evaluation on multilingual-stt (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":["Gladia (gladia) outperforms Speechmatics (speechmatics) by >= 0.45 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Speechmatics's representative SKU for multilingual-stt without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=speechmatics) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"multilingual-stt","primary":{"providerId":"speechmatics","name":"Speechmatics","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":"2026-10-19","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Multilingual / code-switching speech-to-text; 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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/speechmatics","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=multilingual-stt","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. 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No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.154), Depot Pick for multilingual-stt: speechmatics, scores as of 2026-09-14, retrieved 2026-10-27. https://getagentdepot.com/jtbds/multilingual-stt","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/multilingual-stt) (v0.12.154) — Depot Pick for `multilingual-stt`: **speechmatics** (scores as of 2026-09-14, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.154","role":"depot_pick","jtbdId":"multilingual-stt","providerId":"speechmatics","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/multilingual-stt","api":"https://getagentdepot.com/api/decide?jtbd=multilingual-stt"},"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":3,"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"],"contractAsOf":"2026-10-03","pricingShape":"sourced_rows","normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"speechmatics-melia-1","providerId":"speechmatics","sku":"Melia 1 pre-recorded transcription","unit":"usd_per_hour","amountUsd":0.12,"currency":"USD","sourceUrl":"https://www.speechmatics.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"Pre-recorded speech-to-text, per hour of audio (list; volume discount up to 25% not applied). Not converted to per-minute."},{"id":"speechmatics-enhanced","providerId":"speechmatics","sku":"Enhanced pre-recorded transcription","unit":"usd_per_hour","amountUsd":0.38,"currency":"USD","sourceUrl":"https://www.speechmatics.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"Pre-recorded speech-to-text, per hour of audio (list; volume discount up to 25% not applied). Not converted to per-minute."},{"id":"speechmatics-standard","providerId":"speechmatics","sku":"Standard pre-recorded transcription","unit":"usd_per_hour","amountUsd":0.23,"currency":"USD","sourceUrl":"https://www.speechmatics.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"Pre-recorded speech-to-text, per hour of audio (list; volume discount up to 25% not applied). Not converted to per-minute."}],"notesExcerpt":"As of 2026-09-14 (speechmatics.com/pricing): $100 free credit, no card. Pro PAYG (50 concurrent realtime, 10 file jobs/s); Enterprise volume/on-prem/custom. Enhanced vs Standard vs Melia-1 (multilingual code-switch) models. 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