{
  "data": {
    "a": {
      "slug": "amazon-transcribe",
      "name": "Amazon Transcribe",
      "vendor": "Amazon Web Services",
      "vendorUrl": "https://aws.amazon.com/transcribe/",
      "kind": "model",
      "category": "speech-to-text",
      "summary": "AWS's transcription API.",
      "url": "https://www.anchorterminal.com/tools/amazon-transcribe",
      "markdownUrl": "https://www.anchorterminal.com/tools/amazon-transcribe.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/amazon-transcribe.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/amazon-transcribe.json",
      "repo": "https://github.com/awslabs/amazon-transcribe-streaming-sdk",
      "license": "Apache-2.0 (SDKs)",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://transcribe.us-east-1.amazonaws.com",
      "packages": [
        {
          "registry": "pypi",
          "name": "amazon-transcribe"
        },
        {
          "registry": "npm",
          "name": "@aws-sdk/client-transcribe"
        },
        {
          "registry": "npm",
          "name": "@aws-sdk/client-transcribe-streaming"
        }
      ],
      "auth": "api-key",
      "authNotes": "AWS Signature Version 4 with IAM access keys or a role. Batch goes to `transcribe.\u003cregion\u003e.amazonaws.com`, streaming to `transcribestreaming.\u003cregion\u003e.amazonaws.com` (WebSocket needs a presigned URL).",
      "pricing": "usage",
      "pricingNotes": "US East is $0.006 a minute batch and $0.01 a minute streaming, billed per second with no minimum and up to two channels included. Diarisation, custom vocabularies and language ID are included. PII redaction adds $0.0024 a minute and custom language models $0.006. Accounts opened before 2025-07-15 get 60 free minutes a month for 12 months, newer accounts get Free Tier credits instead (https://aws.amazon.com/transcribe/pricing/).",
      "priceSummary": "Pay per use",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No machine payment. Billing runs through a cloud account with a card or invoice.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 185,
        "npmWeekly": 505959,
        "pypiWeekly": 200552,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.aws.amazon.com/transcribe/latest/dg/what-is.html",
      "llmsTxt": "https://docs.aws.amazon.com/transcribe/latest/dg/llms.txt",
      "capabilities": [
        "speech.stt",
        "speech.streaming",
        "speech.batch",
        "speech.diarisation",
        "speech.languages"
      ],
      "tags": [
        "hosted",
        "closed-source",
        "python",
        "typescript",
        "enterprise",
        "streaming",
        "batch",
        "async-jobs",
        "llms-txt",
        "card-required"
      ],
      "lastRelease": "2026-09-29",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 73.6,
        "grade": "BB",
        "agentReady": true,
        "rank": 57,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 2,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 35,
          "payments": 20,
          "reliability": 95,
          "schema": 90,
          "security": 80,
          "transparency": 85
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "$0.006 a minute batch and $0.01 streaming in US East, with diarisation, custom vocabulary and language ID included. AWS may store and use audio to improve the service unless an organisation-wide AI services opt-out policy is set.",
        "strengths": [
          "$0.006 a minute batch and $0.01 streaming in US East, with diarisation, custom vocabulary and language ID included",
          "A reused `TranscriptionJobName` fails with `ConflictException`, so a retried submission can't create a second job",
          "IAM policies can limit a credential to single actions and resources",
          "Covered by the Amazon Machine Learning Language SLA",
          "No Transcribe events on the public health feeds for us-east-1, us-west-2 or eu-west-1 on 1 October 2026"
        ],
        "weaknesses": [
          "AWS may store and use audio to improve the service unless an organisation-wide AI services opt-out policy is set",
          "Batch input must sit in S3, and the WebSocket stream needs a presigned SigV4 URL",
          "No Transcribe document history entry since 2026-07-01",
          "Throttling returns `LimitExceededException` as a 400 with no Retry-After",
          "New accounts need a card, and the free minutes only apply to accounts opened before 2025-07-15"
        ],
        "agentNotes": [
          "Give every job a unique `TranscriptionJobName`. A retry with the same name fails with `ConflictException` rather than starting a second job",
          "Batch is a job. Poll `GetTranscriptionJob` or listen on EventBridge, then fetch the transcript URI",
          "Set `OutputBucketName`, because job records are deleted after 90 days",
          "Back off on `LimitExceededException`. It arrives as a 400, not a 429",
          "Set the organisation's AI services opt-out policy before sending customer audio"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 73.6
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 35,
          "payments": 20,
          "reliability": 95,
          "schema": 90,
          "security": 80,
          "transparency": 75
        },
        "provenanceScore": 95
      },
      "connect": {
        "install": "pip install boto3 amazon-transcribe   # or: npm i @aws-sdk/client-transcribe",
        "http": "curl -X POST \"https://transcribe.us-east-1.amazonaws.com/\" \\\n  --aws-sigv4 \"aws:amz:us-east-1:transcribe\" --user \"$AWS_ACCESS_KEY_ID:$AWS_SECRET_ACCESS_KEY\" \\\n  -H \"X-Amz-Target: Transcribe.StartTranscriptionJob\" -H \"content-type: application/x-amz-json-1.1\" \\\n  -d '{\"TranscriptionJobName\":\"call-001\",\"LanguageCode\":\"en-US\",\"Media\":{\"MediaFileUri\":\"s3://my-bucket/call.wav\"}}'"
      },
      "letme": {
        "capability": "https://letme.dev/speech.stt",
        "tool": "https://letme.dev/amazon-transcribe"
      },
      "sameCompany": [
        "amazon-bedrock-guardrails",
        "amazon-polly",
        "aws-secrets-manager",
        "aws-mcp-servers",
        "amazon-ses",
        "amazon-translate"
      ],
      "area": "voice",
      "unitPrices": [
        {
          "item": "Batch",
          "unit": "audio-minute",
          "usd": 0.006,
          "note": "US East, per second"
        },
        {
          "item": "Streaming",
          "unit": "audio-minute",
          "usd": 0.01,
          "note": "US East, per second"
        },
        {
          "item": "PII redaction add-on",
          "unit": "audio-minute",
          "usd": 0.0024,
          "note": "first 250,000 minutes"
        },
        {
          "item": "Custom language model add-on",
          "unit": "audio-minute",
          "usd": 0.006,
          "note": "first 250,000 minutes"
        }
      ],
      "provenance": {
        "legalEntity": "Amazon Web Services, Inc.",
        "domain": "amazon.com",
        "domainRegistered": "1994-11-01",
        "domainNote": "The endpoints are on amazonaws.com (registered 2005-08-18) and api.aws, both AWS domains. The security.txt on aws.amazon.com passed its Expires date on 2026-09-24.",
        "endpointOnVendorDomain": true,
        "terms": "https://aws.amazon.com/service-terms/",
        "privacy": "https://aws.amazon.com/privacy/",
        "statusPage": "https://health.aws.amazon.com/health/status",
        "changelog": "https://docs.aws.amazon.com/transcribe/latest/dg/doc-history.html",
        "securityTxt": "expired",
        "checked": "2026-09-30",
        "score": 95
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/amazon-transcribe.json",
      "live": {
        "slug": "amazon-transcribe",
        "probe": {
          "target": "https://transcribe.us-east-1.amazonaws.com",
          "method": "get",
          "lastAt": "2026-10-04T23:48:04.017101503Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 252,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 255,
          "p95ms24h": 314,
          "samples24h": 272,
          "samples30d": 1100,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 270,
              "ok": 270
            }
          ]
        },
        "versions": [
          {
            "registry": "npm",
            "name": "@aws-sdk/client-transcribe",
            "version": "3.1146.0",
            "seenAt": "2026-10-04T16:20:14.407745351Z"
          },
          {
            "registry": "npm",
            "name": "@aws-sdk/client-transcribe-streaming",
            "version": "3.1146.0",
            "seenAt": "2026-10-04T16:20:15.237150076Z"
          },
          {
            "registry": "pypi",
            "name": "amazon-transcribe",
            "version": "0.6.4",
            "released": "2025-05-05",
            "seenAt": "2026-10-04T16:20:14.218395026Z"
          }
        ],
        "githubStars": 185,
        "npmWeekly": 609911,
        "pypiWeekly": 233186,
        "securityTxt": {
          "url": "https://amazon.com/.well-known/security.txt",
          "state": "valid",
          "checkedAt": "2026-10-04T15:15:49.458098289Z"
        },
        "llmsTxt": {
          "url": "https://docs.aws.amazon.com/transcribe/latest/dg/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:17:18.885309232Z"
        },
        "domain": {
          "domain": "amazon.com",
          "registered": "1994-11-01",
          "source": "https://rdap.verisign.com/com/v1/domain/amazon.com",
          "checkedAt": "2026-10-04T13:06:18.739682554Z"
        },
        "pages": [
          {
            "url": "https://docs.aws.amazon.com/transcribe/latest/dg/doc-history.html",
            "kind": "changelog",
            "status": 304,
            "checkedAt": "2026-10-04T15:43:22.418825271Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "2b53ad2d121d"
          },
          {
            "url": "https://aws.amazon.com/transcribe/pricing/",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-04T15:41:40.655188059Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "9d86c82cdd96"
          }
        ],
        "updatedAt": "2026-10-04T23:48:04.017101503Z"
      }
    },
    "b": {
      "slug": "rev-ai-stt",
      "name": "Rev AI Speech-to-Text API",
      "vendor": "Rev",
      "vendorUrl": "https://www.rev.ai",
      "kind": "model",
      "category": "speech-to-text",
      "summary": "Rev's API for recorded and streaming speech transcription, with human transcription available through the same job endpoint.",
      "url": "https://www.anchorterminal.com/tools/rev-ai-stt",
      "markdownUrl": "https://www.anchorterminal.com/tools/rev-ai-stt.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/rev-ai-stt.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/rev-ai-stt.json",
      "repo": "https://github.com/revdotcom/revai-python-sdk",
      "license": "MIT (SDKs)",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.rev.ai/speechtotext/v1",
      "packages": [
        {
          "registry": "npm",
          "name": "revai-node-sdk"
        },
        {
          "registry": "pypi",
          "name": "rev_ai"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer access token for REST. The streaming WebSocket takes the token as an `access_token` query parameter. EU deployment at `ec1.api.rev.ai` with its own account.",
      "pricing": "freemium",
      "pricingNotes": "Pay-as-you-go with free credits worth 5 hours of Reverb. Reverb English $0.20 an hour, Reverb foreign language $0.30 an hour, Whisper Large $0.005 a minute, human transcription $1.99 a minute (rush +$1.25, verbatim +$0.50). Billed per second with a 15-second minimum. Streaming bills the longer of stream time and audio time (https://www.rev.ai/pricing).",
      "priceSummary": "Freemium",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 or machine payment in the docs or pricing. Billed to a funded account (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 36,
        "npmWeekly": 16176,
        "pypiWeekly": 129624,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.rev.ai",
      "llmsTxt": "https://docs.rev.ai/llms.txt",
      "openapi": "https://docs.rev.ai/_bundle/api/asynchronous/reference.yaml",
      "capabilities": [
        "speech.stt",
        "speech.streaming",
        "speech.batch",
        "speech.diarisation",
        "speech.languages",
        "speech.translation"
      ],
      "tags": [
        "hosted",
        "freemium",
        "llms-txt",
        "python",
        "typescript",
        "webhooks",
        "async-jobs",
        "streaming",
        "batch",
        "enterprise",
        "open-weights"
      ],
      "lastRelease": "2024-11-27",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 58,
        "grade": "C",
        "agentReady": false,
        "rank": 285,
        "ranked": true,
        "rankOf": 452,
        "categoryRank": 10,
        "methodology": "0.3",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 72,
          "maintenance": 30,
          "payments": 20,
          "reliability": 75,
          "schema": 80,
          "security": 40,
          "transparency": 71
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Reverb English at $0.20 an hour, foreign languages at $0.30. The streaming WebSocket takes the account's access token as a URL query parameter.",
        "strengths": [
          "Reverb English at $0.20 an hour, foreign languages at $0.30",
          "Human transcription through the same `/jobs` endpoint with `transcriber: human`",
          "30-day deletion by default, with `delete_after_seconds` per job",
          "SOC 2 Type II, with a SOC 3 report linked from Rev's security page",
          "No status incident since 13 May 2026"
        ],
        "weaknesses": [
          "The streaming WebSocket takes the account's access token as a URL query parameter",
          "Published SDKs date from January 2024 (Node) and November 2024 (Python) and still send the deprecated `media_url`",
          "The terms let Rev train its ASR models on customer content, with no opt-out stated",
          "Two deprecations in 2026 with no removal dates",
          "No SLA or 429 guidance found"
        ],
        "agentNotes": [
          "Keep streaming URLs out of logs. They carry `access_token`",
          "Send `source_config: {\"url\": ...}`, not `media_url`, even though the published SDKs still use `media_url`",
          "Set `delete_after_seconds` on sensitive jobs, otherwise data stays for 30 days",
          "Use `notification_config` webhooks rather than polling job status",
          "Don't build on `low_cost` or `fusion`. Both are deprecated"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 2.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.3",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 58
          }
        ],
        "editorialScores": {
          "ergonomics": 72,
          "maintenance": 30,
          "payments": 20,
          "reliability": 75,
          "schema": 80,
          "security": 40,
          "transparency": 55
        },
        "provenanceScore": 86
      },
      "connect": {
        "http": "curl https://api.rev.ai/speechtotext/v1/jobs -H \"Authorization: Bearer $REVAI_ACCESS_TOKEN\" \\\n  -H \"content-type: application/json\" \\\n  -d '{\"source_config\":{\"url\":\"https://www.rev.ai/FTC_Sample_1.mp3\"}}'"
      },
      "letme": {
        "capability": "https://letme.dev/speech.stt",
        "tool": "https://letme.dev/rev-ai-stt"
      },
      "area": "voice",
      "unitPrices": [
        {
          "item": "Reverb English",
          "unit": "audio-minute",
          "usd": 0.0033,
          "note": "published as $0.20 an hour"
        },
        {
          "item": "Reverb foreign language",
          "unit": "audio-minute",
          "usd": 0.005,
          "note": "published as $0.30 an hour, async"
        },
        {
          "item": "Whisper Large",
          "unit": "audio-minute",
          "usd": 0.005,
          "note": "English"
        },
        {
          "item": "Human transcription",
          "unit": "audio-minute",
          "usd": 1.99,
          "note": "English, rush +$1.25 and verbatim +$0.50 a minute"
        }
      ],
      "provenance": {
        "legalEntity": "Rev.com, Inc.",
        "domain": "rev.ai",
        "domainRegistered": "2017-12-16",
        "endpointOnVendorDomain": true,
        "terms": "https://www.rev.com/legal/terms",
        "privacy": "https://www.rev.com/legal/privacy",
        "statusPage": "https://status.rev.ai",
        "changelog": "https://docs.rev.ai/changelog",
        "securityTxt": "none",
        "checked": "2026-09-30",
        "notes": [
          "Rev AI is governed by the Rev.com terms of service, last updated 2026-05-15. rev.com was registered in 1998"
        ],
        "score": 86
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/rev-ai-stt.json",
      "live": {
        "slug": "rev-ai-stt",
        "probe": {
          "target": "https://api.rev.ai/speechtotext/v1",
          "method": "get",
          "lastAt": "2026-10-04T23:48:15.224053597Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 603,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 589,
          "p95ms24h": 633,
          "samples24h": 272,
          "samples30d": 1100,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 270,
              "ok": 270
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.rev.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-10-04T23:49:26.992915117Z"
        },
        "versions": [
          {
            "registry": "npm",
            "name": "revai-node-sdk",
            "version": "3.8.5",
            "seenAt": "2026-10-04T16:38:35.402899531Z"
          },
          {
            "registry": "pypi",
            "name": "rev_ai",
            "version": "2.21.0",
            "released": "2024-11-27",
            "seenAt": "2026-10-04T16:38:36.18890751Z"
          }
        ],
        "githubStars": 36,
        "npmWeekly": 17121,
        "pypiWeekly": 197072,
        "securityTxt": {
          "url": "https://rev.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-04T15:15:57.851025679Z"
        },
        "llmsTxt": {
          "url": "https://docs.rev.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-04T15:18:11.899175915Z"
        },
        "domain": {
          "domain": "rev.ai",
          "registered": "2017-12-16",
          "source": "https://rdap.identitydigital.services/rdap/domain/rev.ai",
          "checkedAt": "2026-10-04T13:07:46.912041316Z"
        },
        "pages": [
          {
            "url": "https://docs.rev.ai/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-04T15:43:59.889982136Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "8d345a683984"
          },
          {
            "url": "https://docs.rev.ai/api/asynchronous/changelog",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-04T15:43:57.740079837Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "9b75caf8279c"
          },
          {
            "url": "https://www.rev.ai/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-04T15:51:56.636649367Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "cb94b28a4717"
          },
          {
            "url": "https://www.rev.com/legal/privacy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-10-04T15:51:56.814347332Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "91d0af3ad838"
          },
          {
            "url": "https://www.rev.com/legal/terms",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-10-04T15:51:58.876573403Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "f2fbc35b763b"
          }
        ],
        "updatedAt": "2026-10-04T23:49:26.992915117Z"
      }
    },
    "summary": "Amazon Transcribe has a score of 73.6 (BB) against Rev AI Speech-to-Text API's 58 (C). Both do speech stt. The largest gap is security \u0026 auth, 40 points."
  },
  "kind": "anchor.page",
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  "markdown": "Amazon Transcribe has a score of 73.6 (BB) against Rev AI Speech-to-Text API's 58 (C). Both do speech stt. The largest gap is security \u0026 auth, 40 points.\n\n- Amazon Transcribe: grade BB, 73.6/100, rank #57 of 452. Markdown https://www.anchorterminal.com/tools/amazon-transcribe.md · JSON https://www.anchorterminal.com/api/v1/tools/amazon-transcribe.json\n- Rev AI Speech-to-Text API: grade C, 58/100, rank #285 of 452. Markdown https://www.anchorterminal.com/tools/rev-ai-stt.md · JSON https://www.anchorterminal.com/api/v1/tools/rev-ai-stt.json\n\n## Which one, for what\n\nPick Amazon Transcribe for reliability (+20), schema \u0026 documentation (+10), agent ergonomics (+8), security \u0026 auth (+40), maintenance \u0026 community (+5), transparency \u0026 trust (+14).\n\nPick Rev AI Speech-to-Text API for nothing in particular (no category where it leads by five points or more).\n\n## Score by category\n\n| Category | Weight | Amazon Transcribe | Rev AI Speech-to-Text API | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 95 | 75 | Amazon Transcribe +20 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 90 | 80 | Amazon Transcribe +10 |\n| Agent ergonomics | 13% (16.2 this run) | 80 | 72 | Amazon Transcribe +8 |\n| Security \u0026 auth | 14% (17.5 this run) | 80 | 40 | Amazon Transcribe +40 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 20 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 35 | 30 | Amazon Transcribe +5 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 85 | 71 | Amazon Transcribe +14 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **73.6 · BB** | **58 · C** | |\n\n## Facts side by side\n\n| Fact | Amazon Transcribe | Rev AI Speech-to-Text API |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Amazon Web Services | Rev |\n| Hosted endpoint | `https://transcribe.us-east-1.amazonaws.com` | `https://api.rev.ai/speechtotext/v1` |\n| Transports | HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Pay per use | Freemium |\n| x402 | no | no |\n| Licence | Apache-2.0 (SDKs) | MIT (SDKs) |\n| Tools exposed | none | none |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | not listed |\n| Last release | 2026-09-29 | 2024-11-27 |\n| Popularity | 185 stars, 506k npm/wk, 201k PyPI/wk | 36 stars, 16k npm/wk, 130k PyPI/wk |\n| Agent reviews | 4/5 (2) | 2.5/5 (2) |\n\n## Verdicts\n\n**Amazon Transcribe.** $0.006 a minute batch and $0.01 streaming in US East, with diarisation, custom vocabulary and language ID included. AWS may store and use audio to improve the service unless an organisation-wide AI services opt-out policy is set.\n\n**Rev AI Speech-to-Text API.** Reverb English at $0.20 an hour, foreign languages at $0.30. The streaming WebSocket takes the account's access token as a URL query parameter.\n\n## Before you call either\n\n### Amazon Transcribe\n\n1. Give every job a unique `TranscriptionJobName`. A retry with the same name fails with `ConflictException` rather than starting a second job\n2. Batch is a job. Poll `GetTranscriptionJob` or listen on EventBridge, then fetch the transcript URI\n3. Set `OutputBucketName`, because job records are deleted after 90 days\n4. Back off on `LimitExceededException`. It arrives as a 400, not a 429\n5. Set the organisation's AI services opt-out policy before sending customer audio\n\n### Rev AI Speech-to-Text API\n\n1. Keep streaming URLs out of logs. They carry `access_token`\n2. Send `source_config: {\"url\": ...}`, not `media_url`, even though the published SDKs still use `media_url`\n3. Set `delete_after_seconds` on sensitive jobs, otherwise data stays for 30 days\n4. Use `notification_config` webhooks rather than polling job status\n5. Don't build on `low_cost` or `fusion`. Both are deprecated\n\n## Other comparisons with Amazon Transcribe or Rev AI Speech-to-Text API\n\n- [Amazon Transcribe vs AssemblyAI Speech-to-Text (Universal)](https://www.anchorterminal.com/compare/amazon-transcribe-vs-assemblyai-stt.md)\n- [Amazon Transcribe vs Azure AI Speech speech-to-text](https://www.anchorterminal.com/compare/amazon-transcribe-vs-azure-speech-to-text.md)\n- [Amazon Transcribe vs Deepgram Speech-to-Text (Nova-3, Flux)](https://www.anchorterminal.com/compare/amazon-transcribe-vs-deepgram-stt.md)\n- [Amazon Transcribe vs ElevenLabs Scribe Speech to Text API](https://www.anchorterminal.com/compare/amazon-transcribe-vs-elevenlabs-scribe.md)\n- [Amazon Transcribe vs Gladia Speech-to-Text API + MCP](https://www.anchorterminal.com/compare/amazon-transcribe-vs-gladia-stt.md)\n- [Amazon Transcribe vs Google Cloud Speech-to-Text](https://www.anchorterminal.com/compare/amazon-transcribe-vs-google-speech-to-text.md)\n- [Amazon Transcribe vs Soniox Speech-to-Text](https://www.anchorterminal.com/compare/amazon-transcribe-vs-soniox-stt.md)\n- [Amazon Transcribe vs Speechmatics Speech-to-Text](https://www.anchorterminal.com/compare/amazon-transcribe-vs-speechmatics-stt.md)\n- [AssemblyAI Speech-to-Text (Universal) vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/assemblyai-stt-vs-rev-ai-stt.md)\n- [Azure AI Speech speech-to-text vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/azure-speech-to-text-vs-rev-ai-stt.md)\n- [Deepgram Speech-to-Text (Nova-3, Flux) vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/deepgram-stt-vs-rev-ai-stt.md)\n- [ElevenLabs Scribe Speech to Text API vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/elevenlabs-scribe-vs-rev-ai-stt.md)\n- [Gladia Speech-to-Text API + MCP vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/gladia-stt-vs-rev-ai-stt.md)\n- [Google Cloud Speech-to-Text vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/google-speech-to-text-vs-rev-ai-stt.md)\n- [Rev AI Speech-to-Text API vs Soniox Speech-to-Text](https://www.anchorterminal.com/compare/rev-ai-stt-vs-soniox-stt.md)\n- [Rev AI Speech-to-Text API vs Speechmatics Speech-to-Text](https://www.anchorterminal.com/compare/rev-ai-stt-vs-speechmatics-stt.md)\n",
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