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Production speech-to-text

Accurate, cheap streaming and pre-recorded transcription for agents and voice apps.

At a glance — Oct 2026

Updated 2026-10-27 · forward this page: /jtbds/production-stt#brief

Scores as of 2026-10-19 (8 days old).

Depot Pick
Deepgram · 8.50/10 for this job (curated estimate, high confidence)

pricePerf + capability; Deepgram rate card is the benchmark.

Runner-up
AssemblyAI · 8.11/10

Scores higher than the pick on: Developer & agent DX.

When not to use the pick
Need richest audio-intelligence features in one API — AssemblyAI; only Whisper via OpenAI — openai-media.
Lock-in / migration
The pick has lower stored lock-in risk than runner-up AssemblyAI (4 vs 4.2). Self-host fallback listed for this job: OpenAI Whisper, whisper.cpp.
Sourced price (usd_per_minute)

Pick's lowest sourced SKU: Nova-3 Monolingual pre-recorded speech-to-text $0.0043 (usd_per_minute) — source, as of 2026-10-19

Cheapest matching SKU: Deepgram Nova-3 Monolingual pre-recorded speech-to-text $0.0043 — source, as of 2026-10-19. The pick is the cheapest.

Price history: first seen 2026-10-19 · last changed no change recorded · history JSON

Free option
  • Groq Free Plan Whisper (free) — source, as of 2026-10-24
  • OpenAI Whisper (oss) — source, as of 2026-10-25
  • whisper.cpp (oss) — source, as of 2026-10-25
Failure modes to watch
  • Runaway spend: Set a budget and a tool-call cap per task. Alert when spend jumps. Stop the run at the cap instead of summarizing a partial trace as success.
  • Confirmation skip: Gate those tool names on an approval id recorded before the call. A missing approval is a failure even if the downstream tool returns success.
  • Identity confusion: Bind every tool call to a user or tenant id. Refuse the call if that id changed mid-task. For a public bot, the operator owns the words the bot shows.
  • Non-determinism: Run the task more than once and compare the end state, not a single transcript. Record the trial count next to any success rate you cite.
  • Over-refusal: Log refusals separately from successes. Review a sample against the written policy. Do not treat a refusal as a pass, and do not weaken a safety check to raise the pass rate.
  • Partial tool success: Require a per-item status and a failure count. Success for the task requires the failed count to be zero or explicitly handed to a retry queue.
Reported outcomes (submitted reports only)

This job: loading… JSON · reports never change scores · seed/test records excluded

Depot Pick (Deepgram) on this job: loading… JSON · reports never change scores · seed/test records excluded

Cite: Agent Provider Depot, Depot Pick for production-stt: deepgram, scores as of 2026-10-19. Agents: GET /api/decide?jtbd=production-stt

Free Production speech-to-text options · All sourced prices, cheapest first · for voice agents

Depot Pick

Deepgram

pricePerf + capability; Deepgram rate card is the benchmark.

Pricing (directional): 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 G…

Cite: Depot Pick for production-stt: deepgram
Overall
8.5
curated_estimate
confidence: high · as of 2026-10-19
Capability fit
8.8
Price / performance
8.8
Latency / reliability
8.6
Developer & agent DX
8.6
Privacy / data retention
8.2
Lock-in risk (higher = worse)
4.0
Maturity / track record
9.0

Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.

Sources: Deepgram pricing: https://deepgram.com/pricing · Deepgram: https://deepgram.com · Deepgram docs: https://developers.deepgram.com

Default STT and strong voice-agent platform. Standard Flux TTS / Voice Agent rates live since 2026-09-15 (confirmed 2026-09-22). Budget Voice Agent at $0.075/min Standard. Pair ElevenLabs/Cartesia if you need premium TTS voices.

Quote for Production speech-to-text

Depot Pick stays Deepgram. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=production-stt

Only 1 candidate has a matching USD per minute; nothing was compared, so pickIsPriceWinner is null.

  • Aura-2 usd_per_1k_characters $0.03 source as of 2026-10-03
  • Flux TTS usd_per_1k_characters $0.045 source as of 2026-10-03
  • Nova-3 Monolingual pre-recorded speech-to-text usd_per_minute $0.0043 source as of 2026-10-19
  • Nova-3 Multilingual pre-recorded speech-to-text usd_per_minute $0.0052 source as of 2026-10-19
  • Voice Agent API Standard usd_per_minute $0.075 source as of 2026-10-03
  • Whisper Large pre-recorded transcription usd_per_minute $0.0048 source as of 2026-10-19

3 of 6 candidates have no sourced price row. 5 are excluded from the USD per minute comparison (speech_to_text). min sourced speech-to-text SKU among candidates; usd_per_minute only; not a chat $/1M rate; not quality-adjusted

Runners-up

When NOT to use the top pick

Need richest audio-intelligence features in one API — AssemblyAI; only Whisper via OpenAI — openai-media.

Full ranking (score table)

Ranked with this JTBD's weights. Scores are curated estimates unless marked otherwise. Agents: prefer /api/decide then this table for tie-breaks.

#ProviderOverallFit$/perfLatencyDXAs of
1DeepgramDepot Pick8.58.88.88.68.62026-10-19
2Speechmatics8.29.07.28.87.82026-09-14
3OpenAI Media (Images/Audio)8.28.87.28.89.22026-09-14
4AssemblyAI8.18.67.28.48.82026-09-14
5Gladia7.98.27.88.08.22026-09-14
6Cartesia7.88.48.07.88.42026-09-14

Score methodology for this job

pricePerf + capability; Deepgram rate card is the benchmark.

  • capabilityFit: 25%
  • pricePerformance: 18%
  • latencyReliability: 15%
  • developerDx: 15%
  • privacyPosture: 10%
  • lockInRisk: 7%
  • maturity: 10%