# Amazon Transcribe vs IBM Watson Speech to Text (slim)

> Amazon Transcribe scores 73.6 (BB) to IBM Watson Speech to Text's 54.5 (C) for speech-to-text. Prices, MCP, x402, uptime and agent notes side by side.

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- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-11-07
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Amazon Transcribe scores 73.6 (BB) on agent readiness against IBM Watson Speech to Text's 54.5 (C), and leads in 6 of 7 scored categories. IBM Watson Speech to Text leads on payments & pricing. Both do speech-to-text.

- Amazon Transcribe: BB 73.6, rank #104 of 1510 · https://www.anchorterminal.com/tools/amazon-transcribe.min.md
- IBM Watson Speech to Text: C 54.5, rank #910 of 1510 · https://www.anchorterminal.com/tools/ibm-watson-stt.min.md
- Amazon Transcribe, good for Teams already on AWS with audio in S3 and IAM in place, especially batch jobs at volume. Ahead on Reliability, 75 against 40; Schema & documentation, 90 against 55; Agent ergonomics, 80 against 66; Security & auth, 83 against 68; Maintenance & community, 60 against 33; Transparency & trust, 85 against 80. Also Agent-ready, a grade of BB or better; A hosted endpoint, with nothing to install; Free to start without a card.
- IBM Watson Speech to Text, good for Enterprises on IBM Cloud needing custom acoustic models, HIPAA on Premium and many locations. Ahead on Payments & pricing, 40 against 30.

| Category | Amazon Transcribe | IBM Watson Speech to Text |
| --- | --- | --- |
| Reliability (16%) | 75 | 40 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 90 | 55 |
| Agent ergonomics (13%) | 80 | 66 |
| Security & auth (14%) | 83 | 68 |
| Payments & pricing (10%) | 30 | 40 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 60 | 33 |
| Transparency & trust (7%) | 85 | 80 |

| Fact (where they differ) | Amazon Transcribe | IBM Watson Speech to Text |
| --- | --- | --- |
| Vendor | Amazon Web Services | IBM |
| Hosted endpoint | `https://transcribe.us-east-1.amazonaws.com` | no (local only) |
| Transports | HTTP | HTTP, websocket |
| Pricing | Pay per use | Freemium |
| Licence | Apache-2.0 (SDKs) | none |
| Tools exposed | none | 0 |
| llms.txt | yes | no |
| Last release | 2026-09-25 | 2026-06-29 |
| Terms last updated | 2026-10-01 | no date given |
| Privacy policy last updated | 2026-05-18 | 2026-08-25 |
| Customer content may train models | yes, with an opt-out | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | yes | not found in the text |
| Popularity | 185 stars, 506k npm/wk, 201k PyPI/wk | none |
| Agent reviews | 4/5 (2) | none |

Why the edge:
- Reliability, Amazon Transcribe +35: Amazon Transcribe 75 (AWS Health Dashboard with per-service, per-region history and RSS feeds (20). The Transcribe feeds for us-east-1, us-west-2 and eu-west-1 carried no events on 1 November 2026 (last built 31 October). The dashboard history file, re-read on 1 November, still lists Amazon Transcribe in the Middle East (Bahrain) me-south-1 multi-service event open since 2 March 2026, at disruption status, with its last update on 15 September 2026, inside the 90-day window from 3 August, saying AWS can't restore resources and data hosted only in that Region. No other event in the file names Transcribe, and the newest event in it is an API Gateway one in us-west-2 posted on 30 October. One major event, read as the Polly, S3 and Secrets Manager re-checks read the same events (10). Default quotas published with numbers, re-read on 1 November, 25 concurrent streams, 250 concurrent batch jobs and 25 `StartTranscriptionJob` calls a second per region (15). Batch throttling returns `LimitExceededException` as an HTTP 400 that says to wait before retrying, with no Retry-After, and unique job names make resubmits safe. Since a 31 July 2026 model update the streaming exception text says to reduce concurrent streams and retry with exponential backoff, which covers streaming only, so the award stands (10). SLA under the Amazon Machine Learning Language agreement, last updated 28 November 2023 and re-read on 1 November, which names Transcribe (10). GA (10). 20 + 10 + 15 + 10 + 10 + 10 = 75.); IBM Watson Speech to Text 40 (IBM Cloud has a status page at cloud.ibm.com/status, but it is drawn by script and showed no components or history to our reader, read as gemini-live's script-shell page was (10 of 20, and 5 for no readable history). Plus allows up to 100 concurrent transcription requests across WebSocket and HTTP (15). No 429 or backoff guidance was found in the API reference or the docs repository (0). No SLA was read for the service (0, unchecked). Next-generation and large speech models are GA, language by language (10). 10 + 5 + 15 + 0 + 0 + 10 = 40.)
- Schema & documentation, Amazon Transcribe +35: Amazon Transcribe 90 (The service model is public in aws/api-models-aws and the AWS SDKs, a machine-readable contract in the role OpenAPI plays (25). llms.txt for the developer guide, 260 lines on 1 November (10). Action descriptions state purpose and preconditions, such as uploading to S3 first, but not when to pick streaming over batch, re-read on 1 November on the `StartTranscriptionJob` page (15). Inputs are typed with enums (`LanguageCode`, `MediaFormat`), patterns and ranges (`MediaSampleRateHertz` 8,000 to 48,000) and marked required (15). Every action lists its errors with HTTP codes, but the API reference pages have no examples section (the `StartTranscriptionJob` page, re-read on 1 November, gives only inline examples of parameter values), so examples live in the developer guide (10). API version 2017-10-26 and a dated document history, whose newest entry is still 25 September 2026 (15).); IBM Watson Speech to Text 55 (No public OpenAPI or other machine-readable definition was found (0). No llms.txt (0). The reference says which parameters each model family supports and the docs cover each feature (15 of 20). Typed parameters with defaults, ranges and enums (13 of 15). curl and SDK examples on every method, and errors with `error`, `code`, `code_description` and `warnings`, with invalid arguments reported as warnings (12 of 15). Versioned `/v1` paths and dated release notes back to 2015 (15). Total 55.)
- Maintenance & community, Amazon Transcribe +27: Amazon Transcribe 60 (Read by the listing's own service models (transcribe and transcribe-streaming), as this run's amazon-s3 re-check read models/s3. The newest change is the batch model's `EncryptionConfiguration` on 18 September 2026 (customer-managed KMS keys for custom vocabularies, vocabulary filters and custom language models), announced in the document history on 25 September. The models repository had commits to 30 October with none touching either Transcribe model, so the change is 44 days old on 1 November, past the 30-day line (20, down from 30, cause time). In the 90 days from 3 August the models changed twice, batch on 3 September (18 more PII entity types) and batch on 18 September. The streaming change of 31 July has left the window, so two dated model changes. The listing's own repository, AWS's Python SDK, tagged `aws-sdk-transcribe-streaming` four times in the same 90 days (0.9.0 on 13 August, 0.10.0 on 20 August, 0.11.0 on 24 August and 0.12.0 on 8 October), each a regeneration or dependency update with no change to the service, so they count half, as amazon-location's agent context releases and the Amazon SNS client releases were read (10, down from 20, cause time). Public document history, AWS re:Post and paid support plans (10). Official SDKs are current, `@aws-sdk/client-transcribe` and `-streaming` at 3.1161.0 on 30 October 2026 (version bumps only), and AWS's Python client `aws-sdk-transcribe-streaming` at 0.12.0 on 8 October (15). The awslabs Python streaming SDK the listing named has been deprecated since 11 November 2025, with no release since 0.6.4 in May 2025, and its replacement is marked pre-alpha and needs Python 3.12 or later (5 of 10). 20 + 10 + 10 + 15 + 5 = 60.); IBM Watson Speech to Text 33 (Read as a model. The newest release note is 29 June 2026 (`parameter_set` for large speech models), 130 days ago (10). No dated entries in the 90 days from 8 August (0). Release notes, IBM support and a public docs repository last changed 30 June 2026 (8 of 15). Official SDKs, `ibm-watson` 11.2.0 on PyPI (26 January 2026) and 12.2.0 on npm (January 2026) (10 of 15). CI not read (5 of 10). Total 33.)
- Security & auth, Amazon Transcribe +15: Amazon Transcribe 83 (Model reading of the checklist, with training and retention in place of least-privilege and injection lines. SigV4 with IAM users, roles and temporary credentials, scoped per action and resource by policy. The streaming presigned URL carries a signature that expires within minutes, which we don't deduct for (30). Section 50.3 of the AWS Service Terms, last updated 30 October 2026 and re-read on 1 November, still lets AWS store and use content processed by Transcribe to improve the service by default, and store it outside the Region for that purpose. Any customer can opt out with an AI services opt-out policy in AWS Organizations (10). Job records go after 90 days, `DeleteTranscriptionJob` removes them sooner and output can go to your own bucket, but audio isn't zero-retention by default (10). Since 18 September 2026 custom vocabularies, vocabulary filters and custom language models can be encrypted with a customer-managed KMS key. CloudTrail logs API calls per caller (15). A vulnerability disclosure programme on HackerOne with a policy at vdp.aws.security, public security bulletins (none of the 39 items in the feed on 1 November, the newest dated 31 October, names Transcribe), and Amazon Transcribe in SOC 1, 2 and 3 scope on AWS's list updated 11 August 2026, re-read on 1 November. The security.txt on aws.amazon.com, re-read on 1 November, expires on 16 October 2027 and points to the VDP. We found no paid public bug bounty, so 18, as on the Polly, S3 and Secrets Manager re-checks of 17 October (18 of 20). 30 + 10 + 10 + 15 + 18 = 83.); IBM Watson Speech to Text 68 (Model reading of the checklist, with training and retention in place of the least-privilege and injection lines. IAM API keys per instance with Reader, Writer and Manager roles and short-lived bearer tokens (30). The WebSocket interface takes the token as an `access_token` query parameter, so 10 off (20 of 30). Request and response data are logged by default to improve the service, and any account can opt out per account or per request (10 of 20). Async results expire after a week by default (`results_ttl` shortens it), a delete method exists, and `DELETE /v1/user_data` removes data by customer ID (10 of 15). Activity Tracker events record changes to the service's state (10 of 15). Valid security.txt to 6 December 2026, PSIRT and HackerOne, HIPAA readiness on Premium. Certifications weren't read (18 of 20). Total 68.)
- Agent ergonomics, Amazon Transcribe +14: Amazon Transcribe 80 (API reading of the checklist. The transcript is one JSON file with every item and its timings, with SRT and VTT subtitles as the compact alternative and no field selection, per the 1 October check (15). `ListTranscriptionJobs` filters by `Status` and `JobNameContains` and pages with `MaxResults` and `NextToken`, re-read on 1 November (20). Typed exceptions per action, each with a recovery hint (20). A reused job name fails with `ConflictException`, which works as an idempotency key for batch. Streaming has no resume (15). Batch needs a job name, an S3 URI and a language or language ID, and streaming needs event-stream encoding. SDKs in every major language (10).); IBM Watson Speech to Text 66 (API reading of the checklist. Timestamps, word confidence, alternatives and speaker labels are opt-in (15 of 25). Async jobs and custom models list, and async results can go to a callback URL (12 of 20). Structured errors and warnings an agent can act on (15 of 20). Async jobs take a `user_token`, results have a TTL, and jobs can be deleted, with no idempotency key (12 of 20). Most parameters are optional. Official SDKs including Python, Node and Swift, though the Python and Node SDKs last released in January 2026 (12 of 15). Total 66.)
- Payments & pricing, IBM Watson Speech to Text +10: Amazon Transcribe 30 (No x402, MPP or L402 (0). Per-minute prices by region published without a login, re-read on 1 November ($0.006 batch and $0.01 streaming in US East) (20). The pricing page still shows 60 free minutes a month for 12 months, which per the 1 October check applies only to accounts opened before 2025-07-15. Newer accounts get up to $200 in Free Tier credits, and Free Tier FAQ Q4, re-read on 1 November, says a payment method isn't required to sign up for most new customers, though AWS may request one to verify identity. Half, as on the Polly, S3 and Secrets Manager listings (10). A person signs up in a browser. IAM can mint keys by API, but only after a human has an account (0). 0 + 20 + 10 + 0 = 30.); IBM Watson Speech to Text 40 (No x402, MPP or L402 (0). Per-minute Plus prices published in the docs without a login (20). The Lite plan gives 500 free minutes a month, and no page read says a card is needed (20). A person creates an IBM Cloud account and service instance in a browser (0). Total 40.)

| Task | Amazon Transcribe | IBM Watson Speech to Text |
| --- | --- | --- |
| Transcribe a one-hour meeting | $0.36 to $0.60 | $0.60 to $1.20 |