{
  "data": {
    "a": {
      "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",
      "dns": "rev-ai-stt.grade.anchorterminal.com",
      "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": 55.5,
        "grade": "C",
        "agentReady": false,
        "rank": 862,
        "ranked": true,
        "rankOf": 1486,
        "categoryRank": 15,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 52,
          "maintenance": 40,
          "payments": 20,
          "reliability": 75,
          "schema": 80,
          "security": 40,
          "transparency": 69
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "low",
          "date": "2026-11-04"
        },
        "negative": 0,
        "verdict": "Rev's API transcribes recorded and streamed audio, with Reverb English at $0.20 an hour and human transcription through the same job endpoint. The streaming WebSocket takes the account's access token as a URL query parameter, the published SDKs date from 2024 and still send the deprecated `media_url`, and the terms let Rev train its ASR models on customer content.",
        "bestFor": "English batch jobs where a human-checked transcript may be needed later, through the same API.",
        "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 from 13 May to 1 October 2026, the last reading of the status feed"
        ],
        "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",
          "The OpenAPI file linked from the reference couldn't be read, and no error responses or idempotency keys are documented",
          "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": "low",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 55.5
          }
        ],
        "editorialScores": {
          "ergonomics": 52,
          "maintenance": 40,
          "payments": 20,
          "reliability": 75,
          "schema": 80,
          "security": 40,
          "transparency": 55
        },
        "provenanceScore": 83,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-04",
            "maintenance": "2026-11-04",
            "payments": "2026-11-04",
            "reliability": "2026-11-04",
            "schema": "2026-11-04",
            "security": "2026-11-04",
            "transparency": "2026-11-04"
          },
          "last": "2026-11-04",
          "lastMoved": "2026-11-04",
          "oldest": "2026-11-04",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "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": "2026-11-04",
        "notes": [
          "Rev AI is governed by the Rev.com terms of service, last updated 2026-10-14 (read 4 November 2026). rev.com was registered in 1998",
          "securityTxt and the other pages per the 30 September check, not re-read on 4 November, as the terms bar automated extraction of content from Rev's web sites"
        ],
        "score": 83
      },
      "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": "2026-11-07T18:20:51.164984123Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 740,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 600,
          "p95ms24h": 756,
          "samples24h": 239,
          "samples30d": 7910,
          "days": [
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              "date": "2026-10-07",
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              "ok": 272
            },
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              "date": "2026-10-08",
              "probes": 268,
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            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
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              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
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              "date": "2026-10-11",
              "probes": 247,
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              "probes": 248,
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              "probes": 249,
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              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
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              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
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              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
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              "date": "2026-10-18",
              "probes": 256,
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              "date": "2026-10-19",
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              "date": "2026-10-20",
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            {
              "date": "2026-10-21",
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            {
              "date": "2026-10-22",
              "probes": 253,
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              "date": "2026-10-23",
              "probes": 248,
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              "date": "2026-10-24",
              "probes": 251,
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              "date": "2026-10-25",
              "probes": 250,
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              "date": "2026-10-26",
              "probes": 252,
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              "date": "2026-10-27",
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              "date": "2026-10-28",
              "probes": 250,
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              "date": "2026-10-29",
              "probes": 249,
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            {
              "date": "2026-10-30",
              "probes": 249,
              "ok": 249
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            {
              "date": "2026-10-31",
              "probes": 251,
              "ok": 251
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            {
              "date": "2026-11-01",
              "probes": 249,
              "ok": 249
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            {
              "date": "2026-11-02",
              "probes": 250,
              "ok": 250
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            {
              "date": "2026-11-03",
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              "ok": 248
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            {
              "date": "2026-11-04",
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              "ok": 246
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            {
              "date": "2026-11-05",
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              "ok": 185
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            {
              "date": "2026-11-06",
              "probes": 241,
              "ok": 241
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            {
              "date": "2026-11-07",
              "probes": 187,
              "ok": 187
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.rev.ai",
          "indicator": "none",
          "summary": "All Systems Operational",
          "checkedAt": "2026-11-07T18:21:58.680165776Z"
        },
        "versions": [
          {
            "registry": "npm",
            "name": "revai-node-sdk",
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            "seenAt": "2026-11-07T00:01:51.269043264Z"
          },
          {
            "registry": "pypi",
            "name": "rev_ai",
            "version": "2.21.0",
            "released": "2024-11-27",
            "seenAt": "2026-11-07T00:01:51.678362928Z"
          }
        ],
        "githubStars": 36,
        "npmWeekly": 11052,
        "pypiWeekly": 334538,
        "securityTxt": {
          "url": "https://rev.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-07T16:01:32.873608915Z"
        },
        "llmsTxt": {
          "url": "https://docs.rev.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:33:49.32694278Z"
        },
        "domain": {
          "domain": "rev.ai",
          "registered": "2017-12-16",
          "source": "https://rdap.identitydigital.services/rdap/domain/rev.ai",
          "checkedAt": "2026-11-01T14:14:13.320895199Z"
        },
        "pages": [
          {
            "url": "https://docs.rev.ai/changelog",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-07T14:07:46.15894415Z",
            "changedAt": "2026-11-05T12:31:34.80291409Z",
            "fingerprint": "c3d1e41dda69"
          },
          {
            "url": "https://docs.rev.ai/api/asynchronous/changelog",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-11-07T14:07:43.994832179Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "9b75caf8279c"
          },
          {
            "url": "https://www.rev.ai/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-11-07T14:33:42.829881926Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "cb94b28a4717"
          },
          {
            "url": "https://www.rev.com/legal/privacy",
            "kind": "privacy",
            "status": 304,
            "checkedAt": "2026-11-07T14:33:44.732143104Z",
            "changedAt": "2026-10-28T04:54:20.258373405Z",
            "fingerprint": "d092bd9fe087"
          },
          {
            "url": "https://www.rev.com/legal/terms",
            "kind": "terms",
            "status": 304,
            "checkedAt": "2026-11-07T14:33:46.823782868Z",
            "changedAt": "2026-10-28T04:54:22.377384041Z",
            "fingerprint": "602bbdd10aa4"
          }
        ],
        "github": {
          "repo": "revdotcom/revai-python-sdk",
          "checkedAt": "2026-11-02T09:21:55.506427621Z",
          "stars": 36,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-05-12T18:12:49Z",
          "openIssues": 7,
          "openPRs": 4,
          "issuesOpened90d": 0,
          "issuesClosed90d": 0,
          "prsMerged90d": 0,
          "ci": {
            "branch": "develop",
            "runs": 8,
            "success": 8,
            "failure": 0,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-05-12T18:13:24Z"
          },
          "replies": {
            "sampled": 24,
            "unanswered": 7,
            "medianDays": 3.4
          }
        },
        "updatedAt": "2026-11-07T18:21:58.680165776Z"
      }
    },
    "answer": "Smallest.ai Pulse STT scores 65 (B) on agent readiness against Rev AI Speech-to-Text API's 55.5 (C), and leads in 6 of 7 scored categories. Rev AI Speech-to-Text API leads on reliability.",
    "b": {
      "slug": "smallest-pulse-stt",
      "name": "Smallest.ai Pulse STT",
      "vendor": "Smallest AI",
      "vendorUrl": "https://smallest.ai",
      "kind": "model",
      "category": "speech-to-text",
      "summary": "Smallest AI's Pulse speech-to-text API transcribes pre-recorded files over HTTP and live audio over WebSocket, with three models (Pulse, Pulse 2.0 and Pulse Pro), diarisation, word timestamps, redaction and turn detection.",
      "url": "https://www.anchorterminal.com/tools/smallest-pulse-stt",
      "markdownUrl": "https://www.anchorterminal.com/tools/smallest-pulse-stt.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/smallest-pulse-stt.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/smallest-pulse-stt.json",
      "dns": "smallest-pulse-stt.grade.anchorterminal.com",
      "repo": "https://github.com/smallest-inc/smallest-python-sdk",
      "transports": [
        "http",
        "websocket"
      ],
      "packages": [
        {
          "registry": "pypi",
          "name": "smallestai"
        },
        {
          "registry": "npm",
          "name": "smallestai"
        },
        {
          "registry": "npm",
          "name": "@developer-smallestai/smallest-mcp-server"
        }
      ],
      "auth": "api-key",
      "authNotes": "Bearer `sk_` API key created in the dashboard after a browser signup, shared by every model and the Voice Agents API. Keys are shown once, revoked by deleting them and carry no scopes. Servers can mint `wat_` access tokens for browsers (30 to 900 seconds, inference routes only), which the STT socket takes as `?api_key=`.",
      "pricing": "usage",
      "pricingNotes": "Pay as you go from $0.003 a minute for Pulse batch, $0.004 for Pulse streaming and $0.005 for Pulse 2.0. Pulse Pro is listed at both $0.0035 and $0.004 a minute. $10 in trial credits. Enterprise pricing, SLA and zero data retention by quote.",
      "priceSummary": "Pay per use",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs, OpenAPI file or pricing page (checked 2026-11-06). Credits are bought with a card on file.",
        "endpoints": []
      },
      "toolCount": 0,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-11-06"
      },
      "docsUrl": "https://docs.smallest.ai/models/speech-to-text/overview",
      "llmsTxt": "https://docs.smallest.ai/llms.txt",
      "openapi": "https://docs.smallest.ai/openapi/models-api.json",
      "capabilities": [
        "speech.stt",
        "speech.streaming",
        "speech.batch",
        "speech.diarisation",
        "speech.languages"
      ],
      "tags": [
        "hosted",
        "usage",
        "closed-source",
        "python",
        "typescript",
        "openapi",
        "llms-txt",
        "streaming",
        "batch",
        "webhooks",
        "mcp",
        "enterprise",
        "self-hosted"
      ],
      "lastRelease": "2026-11-02",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 65,
        "grade": "B",
        "agentReady": false,
        "rank": 441,
        "ranked": true,
        "rankOf": 1486,
        "categoryRank": 13,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 66,
          "maintenance": 73,
          "payments": 40,
          "reliability": 63,
          "schema": 92,
          "security": 52,
          "transparency": 71
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-06"
        },
        "negative": 0,
        "verdict": "Pulse covers files and live audio on one endpoint, with OpenAPI and AsyncAPI files, a dated changelog and public per-minute prices from $0.003. The shared API's health checks failed in every region on five days in September, keys carry no scopes and can travel in a URL, and zero retention is Enterprise only.",
        "bestFor": "Low-cost transcription for voice agents and call analytics, with Indic coverage and turn detection.",
        "strengths": [
          "OpenAPI 3.1 and AsyncAPI 2.6 files cover the batch route and the streaming socket, with llms.txt and Markdown copies of every page",
          "Public prices of $0.003 a minute for batch, $0.004 for streaming and $0.005 for Pulse 2.0, with $10 of trial credits",
          "Dated Pulse changelog with nine entries between 30 August and 2 November 2026",
          "Opt-in diarisation, word timestamps, PII and PCI redaction, keyword boosting and turn detection on the same endpoint",
          "Region-pinned hosts in Mumbai and Oregon for data residency"
        ],
        "weaknesses": [
          "Health checks on the shared API failed in all three regions on 9, 10, 13, 14 and 15 September 2026, the longest about 64 minutes",
          "Keys grant full account access with no scopes, and the docs pass keys or tokens as URL query parameters on WebSockets",
          "Zero data retention is Enterprise only or a $1,000 a month add-on, and no retention period is published for other plans",
          "No published SLA below Enterprise, and the terms allow changes or discontinuation without notice",
          "Several changelog entries correct response fields the reference had documented wrongly"
        ],
        "agentNotes": [
          "Pass `?model=` on every call, since a missing model returns 400; use `pulse-pro` for English files and `pulse` for other languages or streaming",
          "Send booleans such as `diarize` and `word_timestamps` as the lowercase strings \"true\" or \"false\"",
          "Retry 429 with backoff from 500 ms up to 30 s and honour Retry-After; keep within 25 batch requests a minute on the Standard plan",
          "Use the region-pinned host api.us.smallest.ai or api.india.smallest.ai when the audio must stay in one region",
          "Read speaker labels only from final events, because interim streaming events carry no `words[]`"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 65
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        ],
        "editorialScores": {
          "ergonomics": 66,
          "maintenance": 73,
          "payments": 40,
          "reliability": 63,
          "schema": 92,
          "security": 52,
          "transparency": 55
        },
        "provenanceScore": 87,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-06",
            "maintenance": "2026-11-06",
            "payments": "2026-11-06",
            "reliability": "2026-11-06",
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            "security": "2026-11-06",
            "transparency": "2026-11-06"
          },
          "last": "2026-11-06",
          "oldest": "2026-11-06",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "pip install smallestai",
        "http": "curl -X POST \"https://api.smallest.ai/waves/v1/stt/?model=pulse\u0026language=en\" \\\n  -H \"Authorization: Bearer $SMALLEST_API_KEY\" -H \"Content-Type: application/json\" \\\n  -d '{\"url\": \"https://github.com/smallest-inc/cookbook/raw/main/speech-to-text/getting-started/samples/audio.wav\"}'",
        "claudeCode": "claude mcp add smallest -- npx -y @developer-smallestai/smallest-mcp-server"
      },
      "letme": {
        "capability": "https://letme.dev/speech.stt",
        "tool": "https://letme.dev/smallest-pulse-stt"
      },
      "sameCompany": [
        "smallest-lightning-tts",
        "smallest-voice-clone"
      ],
      "area": "voice",
      "unitPrices": [
        {
          "item": "Pulse pre-recorded",
          "unit": "audio-minute",
          "usd": 0.003,
          "note": "pay as you go"
        },
        {
          "item": "Pulse streaming",
          "unit": "audio-minute",
          "usd": 0.004,
          "note": "pay as you go"
        },
        {
          "item": "Pulse Pro pre-recorded",
          "unit": "audio-minute",
          "usd": 0.0035,
          "note": "the pricing page also shows $0.004"
        },
        {
          "item": "Pulse 2.0 streaming",
          "unit": "audio-minute",
          "usd": 0.005,
          "note": "Standard plan, per the Pulse changelog"
        }
      ],
      "provenance": {
        "legalEntity": "Smallest, Inc.",
        "domain": "smallest.ai",
        "domainRegistered": "2023-09-02",
        "endpointOnVendorDomain": true,
        "terms": "https://smallest.ai/terms-of-service",
        "privacy": "https://smallest.ai/privacy-policy",
        "statusPage": "https://status.smallest.ai/",
        "changelog": "https://docs.smallest.ai/changelog/models",
        "securityTxt": "valid",
        "checked": "2026-11-06",
        "notes": [
          "The terms of service (effective 21 October 2026) name Smallest Inc., 311 California Street, Suite 320, San Francisco, under California law. The privacy policy (effective 18 September 2026) names Smallest, Inc. with a registered office in Lewes, Delaware.",
          "The terms forbid accessing or searching the services with spiders, robots, crawlers or similar data mining tools except through means Smallest makes available. Only public pages were read, with no account.",
          "smallest.ai/robots.txt allows all crawlers including ClaudeBot, with Content-Signal ai-train=yes, search=yes, ai-input=yes. docs.smallest.ai/robots.txt allows all paths except /api/fern-docs/.",
          "/.well-known/security.txt names security@smallest.ai and expires 31 December 2026. /security.txt returns 404.",
          "RDAP gives smallest.ai a registration date of 2 September 2023.",
          "Every docs page served as Markdown opens with a block addressed to AI assistants that says which models to prefer. It was read as data, not followed.",
          "firstReleased is left empty. No dated launch of the Models API was found on a page our reader may fetch."
        ],
        "score": 87
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/smallest-pulse-stt.json",
      "live": {
        "slug": "smallest-pulse-stt",
        "vendorStatus": {
          "page": "https://status.smallest.ai",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-11-07T04:48:45.825598924Z"
        },
        "versions": [
          {
            "registry": "github",
            "name": "smallest-inc/smallest-python-sdk",
            "version": "v2.1.0",
            "released": "2025-03-04",
            "seenAt": "2026-11-07T00:06:40.503973794Z"
          },
          {
            "registry": "npm",
            "name": "@developer-smallestai/smallest-mcp-server",
            "version": "0.11.2",
            "seenAt": "2026-11-07T00:06:37.84247373Z"
          },
          {
            "registry": "npm",
            "name": "smallestai",
            "version": "1.0.1",
            "seenAt": "2026-11-07T00:06:37.805702611Z"
          },
          {
            "registry": "pypi",
            "name": "smallestai",
            "version": "5.14.0",
            "released": "2026-10-07",
            "seenAt": "2026-11-07T00:06:37.684406795Z"
          }
        ],
        "githubStars": 42,
        "npmWeekly": 149,
        "pypiWeekly": 850,
        "securityTxt": {
          "url": "https://smallest.ai/.well-known/security.txt",
          "state": "valid",
          "expires": "2026-12-31T23:59:59.000Z",
          "checkedAt": "2026-11-07T16:01:21.76871346Z"
        },
        "llmsTxt": {
          "url": "https://docs.smallest.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-07T15:33:58.699076043Z"
        },
        "updatedAt": "2026-11-07T16:01:21.76871346Z"
      }
    },
    "edges": [
      {
        "by": 33,
        "category": "maintenance",
        "leads": "smallest-pulse-stt",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "Read on the model lines the other speech-to-text model listings use (recency 30, dated releases 10, notice 10, support 15, issues 10, SDKs 15, health 10), where the 1 October note used the tool lines. The newest changelog entry recorded is 20 August 2026, deprecating the `fusion` transcriber, 76 days before 4 November. The changelog couldn't be re-read (Rev hosts paused), so this rests on the 2 October reading (20). Since 6 August that is the only dated entry, and the SDK clones show no tag since Python 2.21.0 (27 November 2024) and Node 3.8.6 (25 October 2024), and no commit since 12 May 2026, so fewer than three (0). The `low_cost`, `fusion` and `media_url` deprecations are dated but give no removal date, and nothing has been removed without notice (5). Public changelog and an email support channel (10). SDK issue replies unread, github.com answers 403 (0). The published SDKs aren't current. npm's latest Node SDK was 3.8.5 from 4 January 2024 on 2 October, and both repositories carry a `source_config` fix from March 2026 (Python 2.22.0, Node 3.9.0 in source) that is in no tag. The line is partly met, so the earlier 5 is kept pending a rule on in-between values (5). Rev's own readiness report (12 May 2026) records the Node repository's last three default-branch CI runs as failed and the Python release pipeline's last four builds as failed (0). 20+0+5+10+0+5+0 = 40.",
          "b": "Read as a model. The newest Pulse changelog entry is dated 2 November 2026 (updated Indic benchmarks), and Pulse 2.0 launched within the period (30). Dated Pulse entries on 30 August, 18, 29 and 30 September, 1, 12, 13 and 21 October and 2 November (20). Public changelog, email support and a Discord server, with no evidence read of how they answer (10 of 15). The Python SDK `smallestai` 5.14.0 dates from 7 October with 12 releases since 9 August, but the npm Node SDK has not been published since May 2025 (8 of 15). The Python SDK repository runs CI and release workflows, but has no licence file (5 of 10). Total 73."
        },
        "scores": {
          "a": 40,
          "b": 73
        }
      },
      {
        "by": 20,
        "category": "payments",
        "leads": "smallest-pulse-stt",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "No x402, MPP or L402 (0). Per-hour and per-minute prices published without a login (20). Free credits worth 5 hours of Reverb, but whether sign-up needs a card wasn't confirmed (0). A person signs up in a browser (0). Pricing per the 2 October check, not re-read on 4 November (Rev hosts paused). 0+20+0+0 = 20.",
          "b": "No x402, MPP or L402 (0). Per-minute prices for each Pulse model published without a login, with two figures for Pulse Pro (20). Pay as you go starts with $10 of trial credits, which the terms also describe, and no page says a card is needed to claim them, read as inworld-tts's free plan was (20). A person signs up in a browser at app.smallest.ai and creates the key in the dashboard, and top-ups go to a card on file (0). Total 40."
        },
        "scores": {
          "a": 20,
          "b": 40
        }
      },
      {
        "by": 14,
        "category": "ergonomics",
        "leads": "smallest-pulse-stt",
        "name": "Agent ergonomics",
        "reasons": {
          "a": "API reading of the checklist, on the docs as read on 1 and 2 October (not re-read on 4 November, Rev hosts paused). Transcripts come back as JSON or plain text by `Accept` header, and captions as SRT or VTT (20). `GET /jobs` pages with `limit` and `starting_after` (20). Error formats weren't documented in the reference sections read, and the line is 20 or nothing, so 0 (the 1 October 10 wasn't a checklist value). No idempotency key. `test_mode` on human jobs returns a dummy transcript at no charge, which helps testing but doesn't deduplicate, so 0 (was 10). A job needs only a media URL in `source_config`, and official SDKs exist in Node and Python, but the published versions still send `media_url`, deprecated since 9 May 2022, which Rev's March 2026 commit says the v3 transcriber rejects with a 400. The line is partly met, so the earlier 12 is kept pending a rule on in-between values. 20+20+0+0+12 = 52.",
          "b": "API reading of the checklist. Word timestamps, utterances, diarisation, emotion and gender are each opt-in, so the default response is the transcript with metadata (18 of 25). There are no list endpoints for transcriptions to page. Output controls are the opt-in fields and finalisation settings on the socket (10 of 20). Errors carry a status and a machine-readable `code` or `error_code` (`LANGUAGE_NOT_SUPPORTED_BY_MODEL`, `AudioTooLong` and others) with fixes, but the body comes in two shapes, `message` or `error` (15 of 20). Batch calls are synchronous with no idempotency key, and whether a retried file is billed again isn't stated (10 of 20). A file call needs only the model and audio. Official Python and Node SDKs exist, though the Node SDK was last published in May 2025 (13 of 15). Total 66."
        },
        "scores": {
          "a": 52,
          "b": 66
        }
      },
      {
        "by": 12,
        "category": "reliability",
        "leads": "rev-ai-stt",
        "name": "Reliability",
        "reasons": {
          "a": "Statuspage at status.rev.ai with component history (20), per the 1 October check, not re-read on 4 November, because the Rev terms (updated 14 October 2026) bar using any automated system to extract content from Rev's web sites, so every Rev host is paused for this run. The history feed read on 1 October showed no incident since 13 May 2026, and the page has posted eight incidents since September 2022. The window from 6 August is held at what that reading supports, with 2 October to 4 November unread (30). Limits published with numbers, 10,000 async submissions and 500 processing jobs per 10 minutes and 10 concurrent streams (15). No 429 handling, Retry-After or backoff guidance in the async reference, the get-started page or the changelog (0). No SLA found, and the pricing page names none (0). Async and streaming are GA (10). All per the 1 and 2 October checks. 20+30+15+0+0+10 = 75.",
          "b": "BetterStack status page at status.smallest.ai with components for the Global, India and USA APIs (one health check covers the Agents and Models APIs), docs, the app and Electron, and per-component history (20). In the 90 days from 8 August the health checks on the shared API failed in all three regions on 9, 10, 13, 14 and 15 September (about 8, 21, 33, 17 and 64 minutes of flapping), in the Global and India regions on 11 and 17 September (12 minutes each), and in the USA region alone on 1, 3, 5, 12, 21 and 30 September (6 to 62 minutes) and 6 October (12 minutes). Outages in every region at once are read as wide errors, so several majors (0). Standard plan limits published per model, 100 concurrent streaming sessions and 25 batch requests a minute, and the pricing page also says 100 concurrent STT streams (15). 429 is documented with exponential backoff from 500 ms to 30 s and Retry-After when present, and batch calls are synchronous with optional webhooks (15). An infrastructure SLA of 99.99 per cent is named for Enterprise only, with no terms published, and the terms disclaim any availability commitment (5 of 10). Pulse, Pulse 2.0 and Pulse Pro carry no preview label, but eleven language codes are marked Beta (8 of 10). 20 + 0 + 15 + 15 + 5 + 8 = 63."
        },
        "scores": {
          "a": 75,
          "b": 63
        }
      },
      {
        "by": 12,
        "category": "schema",
        "leads": "smallest-pulse-stt",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "The async reference links an OpenAPI description at docs.rev.ai/_bundle/api/asynchronous/reference.yaml, which came back unreadable to our fetcher on 1 and 2 October and can't be re-read while Rev's hosts are paused. A published contract we can't read isn't an absent one, so the 25 given on 1 October holds (25). llms.txt (10). Endpoint descriptions state purpose, and the docs explain when to choose the machine, foreign-language or human transcriber (15). Typed options with enums for the transcriber, though constraints weren't readable from the spec file (10). The reference excerpt read shows no error responses for `POST /jobs` (5). Versioned `/speechtotext/v1` paths and a dated changelog (15). Docs per the 1 and 2 October checks, not re-read on 4 November. 25+10+15+10+5+15 = 80.",
          "b": "OpenAPI 3.1 for the HTTP routes and AsyncAPI 2.6 for the STT socket, with query parameters and event schemas (25). llms.txt and a Markdown copy of every page (10). Model cards and a compare page say which model suits which audio, and fields say where they're ignored (Pulse Pro ignores redaction), but several changelog entries correct response fields the reference had wrong, such as the diarisation shape and a `redacted_entities` array that doesn't exist (15 of 20). Typed query parameters with enums, defaults and required marks, though booleans are string enums that must be lowercase (13 of 15). Examples in curl, Python and JavaScript, and the reference lists 400, 401, 403, 413, 422 and 429 bodies with known `code` values (14 of 15). Versioned `/v1` paths, a deprecations page and a dated Pulse changelog (15). Total 92."
        },
        "scores": {
          "a": 80,
          "b": 92
        }
      },
      {
        "by": 12,
        "category": "security",
        "leads": "smallest-pulse-stt",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "Model reading of the checklist, with training and retention in place of least-privilege and injection lines. Bearer access tokens, generated and replaced from the account page, with no scopes found (20). The streaming WebSocket takes that long-lived token as an `access_token` query parameter, a documented secret in a URL (minus 10). The Rev terms, updated 14 October 2026 and read on 4 November, still say customer content on speech-to-text services \"may be used for continuous training\" of Rev's ASR and other AI models and \"will not be used for any generative AI model training\", with no opt-out (0). Jobs and media are deleted after 30 days, sooner with `delete_after_seconds`, an account setting or a delete call. Streaming retention isn't stated (10). Jobs are listed per account, no audit log found (10). Rev's security page names SOC 2 Type II and links a SOC 3 report, plus PCI, HIPAA on the enterprise tier and CJIS. No security.txt, disclosure policy or bug bounty found (10 of 20). Docs and security page per the 1 and 2 October checks. 10+0+10+10+10 = 40.",
          "b": "Model reading of the checklist, with training and retention in place of the least-privilege and injection lines. Plain `sk_` keys per organisation, shown once, revoked at once and deletable, with one key per environment advised. The docs say a key grants full account access, and no scope is offered. Short-lived access tokens (`wat_`, 30 to 900 seconds) cover only inference routes and can't mint tokens (22 of 30). The error reference documents the key as a `?token=` query parameter for browser WebSockets, and the token guide passes access tokens as `?api_key=` on the STT socket, so 10 off (12 of 30). The terms (21 October 2026) say Smallest won't use user content or input to train or improve its services. The privacy policy (18 September 2026) lists improving the services with machine learning as a use of usage data and doesn't address uploaded audio or text either way (15 of 20). Zero data retention and the `x-expire-content` header are Enterprise only, or a $1,000 a month HIPAA add-on on pay as you go. Other plans keep content readable in logs and the dashboard, with no retention period published (5 of 15). Usage is tracked per key, request rows sit in a dashboard log viewer, and every response carries `x-request-id`. No audit log of key actions was found (10 of 15). security.txt is valid to 31 December 2026 and the site footer claims SOC 2, GDPR and HIPAA compliance, while the pricing page lists SOC 2 compliance only on Enterprise. No bug bounty, disclosure policy or public advisories found (10 of 20). Total 52."
        },
        "scores": {
          "a": 40,
          "b": 52
        }
      }
    ],
    "facts": [
      {
        "a": "Model API",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "Rev",
        "b": "Smallest AI",
        "name": "Vendor"
      },
      {
        "a": "https://api.rev.ai/speechtotext/v1",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP",
        "b": "HTTP, websocket",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Pay per use",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "MIT (SDKs)",
        "b": "none",
        "name": "Licence"
      },
      {
        "a": "none",
        "b": "0",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2024-11-27",
        "b": "2026-11-02",
        "name": "Last release"
      },
      {
        "a": "2026-05-15",
        "b": "no date given",
        "name": "Terms last updated"
      },
      {
        "a": "2026-02-03",
        "b": "no date given",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "yes",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "36 stars, 16k npm/wk, 130k PyPI/wk",
        "b": "none",
        "name": "Popularity"
      },
      {
        "a": "2.5/5 (2)",
        "b": "none",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Smallest.ai Pulse STT scores 65 (B) on agent readiness against Rev AI Speech-to-Text API's 55.5 (C), and leads in 6 of 7 scored categories. Rev AI Speech-to-Text API leads on reliability.",
        "question": "Which is better for AI agents, Rev AI Speech-to-Text API or Smallest.ai Pulse STT?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do Rev AI Speech-to-Text API and Smallest.ai Pulse STT need an API key?"
      },
      {
        "answer": "Rev AI Speech-to-Text API has a hosted endpoint at https://api.rev.ai/speechtotext/v1. No hosted endpoint is listed for Smallest.ai Pulse STT.",
        "question": "Can an agent call Rev AI Speech-to-Text API and Smallest.ai Pulse STT without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 75 against 63"
        ],
        "also": [
          "A hosted endpoint, with nothing to install"
        ],
        "goodFor": "English batch jobs where a human-checked transcript may be needed later, through the same API.",
        "slug": "rev-ai-stt",
        "watchFor": "The streaming WebSocket takes the account's access token as a URL query parameter"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 92 against 80",
          "Agent ergonomics, 66 against 52",
          "Security \u0026 auth, 52 against 40",
          "Payments \u0026 pricing, 40 against 20",
          "Maintenance \u0026 community, 73 against 40"
        ],
        "also": null,
        "goodFor": "Low-cost transcription for voice agents and call analytics, with Indic coverage and turn detection.",
        "slug": "smallest-pulse-stt",
        "watchFor": "Health checks on the shared API failed in all three regions on 9, 10, 13, 14 and 15 September 2026, the longest about 64 minutes"
      }
    ],
    "history": {
      "rev-ai-stt": [
        {
          "causes": [
            "correction",
            "method"
          ],
          "date": "2026-11-04",
          "delta": -2.4,
          "from": 57.9,
          "fromGrade": "C",
          "to": 55.5,
          "toGrade": "C"
        },
        {
          "causes": [
            "evidence"
          ],
          "date": "2026-10-28",
          "delta": 0.1,
          "from": 57.8,
          "fromGrade": "C",
          "to": 57.9,
          "toGrade": "C"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-08",
          "delta": -0.2,
          "from": 58,
          "fromGrade": "C",
          "to": 57.8,
          "toGrade": "C"
        }
      ],
      "smallest-pulse-stt": null
    },
    "job": {
      "capability": "speech.stt",
      "name": "Speech-to-text"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/amazon-transcribe-vs-rev-ai-stt.json",
        "title": "Amazon Transcribe vs Rev AI Speech-to-Text API",
        "url": "https://www.anchorterminal.com/compare/amazon-transcribe-vs-rev-ai-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/amazon-transcribe-vs-smallest-pulse-stt.json",
        "title": "Amazon Transcribe vs Smallest.ai Pulse STT",
        "url": "https://www.anchorterminal.com/compare/amazon-transcribe-vs-smallest-pulse-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/assemblyai-stt-vs-rev-ai-stt.json",
        "title": "AssemblyAI Speech-to-Text (Universal) vs Rev AI Speech-to-Text API",
        "url": "https://www.anchorterminal.com/compare/assemblyai-stt-vs-rev-ai-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/assemblyai-stt-vs-smallest-pulse-stt.json",
        "title": "AssemblyAI Speech-to-Text (Universal) vs Smallest.ai Pulse STT",
        "url": "https://www.anchorterminal.com/compare/assemblyai-stt-vs-smallest-pulse-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/azure-speech-to-text-vs-rev-ai-stt.json",
        "title": "Azure AI Speech speech-to-text vs Rev AI Speech-to-Text API",
        "url": "https://www.anchorterminal.com/compare/azure-speech-to-text-vs-rev-ai-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/azure-speech-to-text-vs-smallest-pulse-stt.json",
        "title": "Azure AI Speech speech-to-text vs Smallest.ai Pulse STT",
        "url": "https://www.anchorterminal.com/compare/azure-speech-to-text-vs-smallest-pulse-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cartesia-ink-stt-vs-rev-ai-stt.json",
        "title": "Cartesia Ink vs Rev AI Speech-to-Text API",
        "url": "https://www.anchorterminal.com/compare/cartesia-ink-stt-vs-rev-ai-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cartesia-ink-stt-vs-smallest-pulse-stt.json",
        "title": "Cartesia Ink vs Smallest.ai Pulse STT",
        "url": "https://www.anchorterminal.com/compare/cartesia-ink-stt-vs-smallest-pulse-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepgram-stt-vs-rev-ai-stt.json",
        "title": "Deepgram Speech-to-Text (Nova-3, Flux) vs Rev AI Speech-to-Text API",
        "url": "https://www.anchorterminal.com/compare/deepgram-stt-vs-rev-ai-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepgram-stt-vs-smallest-pulse-stt.json",
        "title": "Deepgram Speech-to-Text (Nova-3, Flux) vs Smallest.ai Pulse STT",
        "url": "https://www.anchorterminal.com/compare/deepgram-stt-vs-smallest-pulse-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elevenlabs-scribe-vs-rev-ai-stt.json",
        "title": "ElevenLabs Scribe Speech to Text API vs Rev AI Speech-to-Text API",
        "url": "https://www.anchorterminal.com/compare/elevenlabs-scribe-vs-rev-ai-stt"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elevenlabs-scribe-vs-smallest-pulse-stt.json",
        "title": "ElevenLabs Scribe Speech to Text API vs Smallest.ai Pulse STT",
        "url": "https://www.anchorterminal.com/compare/elevenlabs-scribe-vs-smallest-pulse-stt"
      },
      {
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    ],
    "panel": null,
    "scores": [
      {
        "by": 12,
        "edge": "rev-ai-stt",
        "key": "reliability",
        "name": "Reliability",
        "rev-ai-stt": 75,
        "smallest-pulse-stt": 63,
        "weight": 16
      },
      {
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        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
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        "edge": "smallest-pulse-stt",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "rev-ai-stt": 80,
        "smallest-pulse-stt": 92,
        "weight": 13
      },
      {
        "by": 14,
        "edge": "smallest-pulse-stt",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "rev-ai-stt": 52,
        "smallest-pulse-stt": 66,
        "weight": 13
      },
      {
        "by": 12,
        "edge": "smallest-pulse-stt",
        "key": "security",
        "name": "Security \u0026 auth",
        "rev-ai-stt": 40,
        "smallest-pulse-stt": 52,
        "weight": 14
      },
      {
        "by": 20,
        "edge": "smallest-pulse-stt",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "rev-ai-stt": 20,
        "smallest-pulse-stt": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 33,
        "edge": "smallest-pulse-stt",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "rev-ai-stt": 40,
        "smallest-pulse-stt": 73,
        "weight": 7
      },
      {
        "by": 2,
        "edge": "smallest-pulse-stt",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "rev-ai-stt": 69,
        "smallest-pulse-stt": 71,
        "weight": 7
      }
    ],
    "summary": "Smallest.ai Pulse STT scores 65 (B) on agent readiness against Rev AI Speech-to-Text API's 55.5 (C), and leads in 6 of 7 scored categories. Rev AI Speech-to-Text API leads on reliability. Both do speech-to-text.",
    "tasks": [
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        "a": "$0.20 to $119",
        "b": "$0.18 to $0.30",
        "cheaper": "smallest-pulse-stt",
        "task": "Transcribe a one-hour meeting",
        "what": "60 minutes of recorded audio"
      }
    ],
    "tutorials": [],
    "verdicts": {
      "rev-ai-stt": "Rev's API transcribes recorded and streamed audio, with Reverb English at $0.20 an hour and human transcription through the same job endpoint. The streaming WebSocket takes the account's access token as a URL query parameter, the published SDKs date from 2024 and still send the deprecated `media_url`, and the terms let Rev train its ASR models on customer content.",
      "smallest-pulse-stt": "Pulse covers files and live audio on one endpoint, with OpenAPI and AsyncAPI files, a dated changelog and public per-minute prices from $0.003. The shared API's health checks failed in every region on five days in September, keys carry no scopes and can travel in a URL, and zero retention is Enterprise only."
    }
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  "markdown": "Smallest.ai Pulse STT scores 65 (B) on agent readiness against Rev AI Speech-to-Text API's 55.5 (C), and leads in 6 of 7 scored categories. Rev AI Speech-to-Text API leads on reliability. Both do speech-to-text.\n\n- Rev AI Speech-to-Text API: grade C, 55.5/100, rank #862 of 1486. Markdown https://www.anchorterminal.com/tools/rev-ai-stt.md · JSON https://www.anchorterminal.com/api/v1/tools/rev-ai-stt.json\n- Smallest.ai Pulse STT: grade B, 65/100, rank #441 of 1486. Markdown https://www.anchorterminal.com/tools/smallest-pulse-stt.md · JSON https://www.anchorterminal.com/api/v1/tools/smallest-pulse-stt.json\n- Best speech-to-text APIs for AI agents: https://www.anchorterminal.com/best/speech-to-text/index.md\n- All 320 stt comparisons: https://www.anchorterminal.com/compare/speech-to-text/index.md\n\n## Which one, for what\n\n### Rev AI Speech-to-Text API (C)\n\nGood for: English batch jobs where a human-checked transcript may be needed later, through the same API.\n\nAhead on:\n- Reliability, 75 against 63\n\nAlso in its favour:\n- A hosted endpoint, with nothing to install\n\nWatch for: The streaming WebSocket takes the account's access token as a URL query parameter\n\n### Smallest.ai Pulse STT (B)\n\nGood for: Low-cost transcription for voice agents and call analytics, with Indic coverage and turn detection.\n\nAhead on:\n- Schema \u0026 documentation, 92 against 80\n- Agent ergonomics, 66 against 52\n- Security \u0026 auth, 52 against 40\n- Payments \u0026 pricing, 40 against 20\n- Maintenance \u0026 community, 73 against 40\n\nWatch for: Health checks on the shared API failed in all three regions on 9, 10, 13, 14 and 15 September 2026, the longest about 64 minutes\n\n\n## Why the edge\n\n### Maintenance \u0026 community: Smallest.ai Pulse STT +33\n\n- Rev AI Speech-to-Text API (40): Read on the model lines the other speech-to-text model listings use (recency 30, dated releases 10, notice 10, support 15, issues 10, SDKs 15, health 10), where the 1 October note used the tool lines. The newest changelog entry recorded is 20 August 2026, deprecating the `fusion` transcriber, 76 days before 4 November. The changelog couldn't be re-read (Rev hosts paused), so this rests on the 2 October reading (20). Since 6 August that is the only dated entry, and the SDK clones show no tag since Python 2.21.0 (27 November 2024) and Node 3.8.6 (25 October 2024), and no commit since 12 May 2026, so fewer than three (0). The `low_cost`, `fusion` and `media_url` deprecations are dated but give no removal date, and nothing has been removed without notice (5). Public changelog and an email support channel (10). SDK issue replies unread, github.com answers 403 (0). The published SDKs aren't current. npm's latest Node SDK was 3.8.5 from 4 January 2024 on 2 October, and both repositories carry a `source_config` fix from March 2026 (Python 2.22.0, Node 3.9.0 in source) that is in no tag. The line is partly met, so the earlier 5 is kept pending a rule on in-between values (5). Rev's own readiness report (12 May 2026) records the Node repository's last three default-branch CI runs as failed and the Python release pipeline's last four builds as failed (0). 20+0+5+10+0+5+0 = 40.\n- Smallest.ai Pulse STT (73): Read as a model. The newest Pulse changelog entry is dated 2 November 2026 (updated Indic benchmarks), and Pulse 2.0 launched within the period (30). Dated Pulse entries on 30 August, 18, 29 and 30 September, 1, 12, 13 and 21 October and 2 November (20). Public changelog, email support and a Discord server, with no evidence read of how they answer (10 of 15). The Python SDK `smallestai` 5.14.0 dates from 7 October with 12 releases since 9 August, but the npm Node SDK has not been published since May 2025 (8 of 15). The Python SDK repository runs CI and release workflows, but has no licence file (5 of 10). Total 73.\n\n### Payments \u0026 pricing: Smallest.ai Pulse STT +20\n\n- Rev AI Speech-to-Text API (20): No x402, MPP or L402 (0). Per-hour and per-minute prices published without a login (20). Free credits worth 5 hours of Reverb, but whether sign-up needs a card wasn't confirmed (0). A person signs up in a browser (0). Pricing per the 2 October check, not re-read on 4 November (Rev hosts paused). 0+20+0+0 = 20.\n- Smallest.ai Pulse STT (40): No x402, MPP or L402 (0). Per-minute prices for each Pulse model published without a login, with two figures for Pulse Pro (20). Pay as you go starts with $10 of trial credits, which the terms also describe, and no page says a card is needed to claim them, read as inworld-tts's free plan was (20). A person signs up in a browser at app.smallest.ai and creates the key in the dashboard, and top-ups go to a card on file (0). Total 40.\n\n### Agent ergonomics: Smallest.ai Pulse STT +14\n\n- Rev AI Speech-to-Text API (52): API reading of the checklist, on the docs as read on 1 and 2 October (not re-read on 4 November, Rev hosts paused). Transcripts come back as JSON or plain text by `Accept` header, and captions as SRT or VTT (20). `GET /jobs` pages with `limit` and `starting_after` (20). Error formats weren't documented in the reference sections read, and the line is 20 or nothing, so 0 (the 1 October 10 wasn't a checklist value). No idempotency key. `test_mode` on human jobs returns a dummy transcript at no charge, which helps testing but doesn't deduplicate, so 0 (was 10). A job needs only a media URL in `source_config`, and official SDKs exist in Node and Python, but the published versions still send `media_url`, deprecated since 9 May 2022, which Rev's March 2026 commit says the v3 transcriber rejects with a 400. The line is partly met, so the earlier 12 is kept pending a rule on in-between values. 20+20+0+0+12 = 52.\n- Smallest.ai Pulse STT (66): API reading of the checklist. Word timestamps, utterances, diarisation, emotion and gender are each opt-in, so the default response is the transcript with metadata (18 of 25). There are no list endpoints for transcriptions to page. Output controls are the opt-in fields and finalisation settings on the socket (10 of 20). Errors carry a status and a machine-readable `code` or `error_code` (`LANGUAGE_NOT_SUPPORTED_BY_MODEL`, `AudioTooLong` and others) with fixes, but the body comes in two shapes, `message` or `error` (15 of 20). Batch calls are synchronous with no idempotency key, and whether a retried file is billed again isn't stated (10 of 20). A file call needs only the model and audio. Official Python and Node SDKs exist, though the Node SDK was last published in May 2025 (13 of 15). Total 66.\n\n### Reliability: Rev AI Speech-to-Text API +12\n\n- Rev AI Speech-to-Text API (75): Statuspage at status.rev.ai with component history (20), per the 1 October check, not re-read on 4 November, because the Rev terms (updated 14 October 2026) bar using any automated system to extract content from Rev's web sites, so every Rev host is paused for this run. The history feed read on 1 October showed no incident since 13 May 2026, and the page has posted eight incidents since September 2022. The window from 6 August is held at what that reading supports, with 2 October to 4 November unread (30). Limits published with numbers, 10,000 async submissions and 500 processing jobs per 10 minutes and 10 concurrent streams (15). No 429 handling, Retry-After or backoff guidance in the async reference, the get-started page or the changelog (0). No SLA found, and the pricing page names none (0). Async and streaming are GA (10). All per the 1 and 2 October checks. 20+30+15+0+0+10 = 75.\n- Smallest.ai Pulse STT (63): BetterStack status page at status.smallest.ai with components for the Global, India and USA APIs (one health check covers the Agents and Models APIs), docs, the app and Electron, and per-component history (20). In the 90 days from 8 August the health checks on the shared API failed in all three regions on 9, 10, 13, 14 and 15 September (about 8, 21, 33, 17 and 64 minutes of flapping), in the Global and India regions on 11 and 17 September (12 minutes each), and in the USA region alone on 1, 3, 5, 12, 21 and 30 September (6 to 62 minutes) and 6 October (12 minutes). Outages in every region at once are read as wide errors, so several majors (0). Standard plan limits published per model, 100 concurrent streaming sessions and 25 batch requests a minute, and the pricing page also says 100 concurrent STT streams (15). 429 is documented with exponential backoff from 500 ms to 30 s and Retry-After when present, and batch calls are synchronous with optional webhooks (15). An infrastructure SLA of 99.99 per cent is named for Enterprise only, with no terms published, and the terms disclaim any availability commitment (5 of 10). Pulse, Pulse 2.0 and Pulse Pro carry no preview label, but eleven language codes are marked Beta (8 of 10). 20 + 0 + 15 + 15 + 5 + 8 = 63.\n\n### Schema \u0026 documentation: Smallest.ai Pulse STT +12\n\n- Rev AI Speech-to-Text API (80): The async reference links an OpenAPI description at docs.rev.ai/_bundle/api/asynchronous/reference.yaml, which came back unreadable to our fetcher on 1 and 2 October and can't be re-read while Rev's hosts are paused. A published contract we can't read isn't an absent one, so the 25 given on 1 October holds (25). llms.txt (10). Endpoint descriptions state purpose, and the docs explain when to choose the machine, foreign-language or human transcriber (15). Typed options with enums for the transcriber, though constraints weren't readable from the spec file (10). The reference excerpt read shows no error responses for `POST /jobs` (5). Versioned `/speechtotext/v1` paths and a dated changelog (15). Docs per the 1 and 2 October checks, not re-read on 4 November. 25+10+15+10+5+15 = 80.\n- Smallest.ai Pulse STT (92): OpenAPI 3.1 for the HTTP routes and AsyncAPI 2.6 for the STT socket, with query parameters and event schemas (25). llms.txt and a Markdown copy of every page (10). Model cards and a compare page say which model suits which audio, and fields say where they're ignored (Pulse Pro ignores redaction), but several changelog entries correct response fields the reference had wrong, such as the diarisation shape and a `redacted_entities` array that doesn't exist (15 of 20). Typed query parameters with enums, defaults and required marks, though booleans are string enums that must be lowercase (13 of 15). Examples in curl, Python and JavaScript, and the reference lists 400, 401, 403, 413, 422 and 429 bodies with known `code` values (14 of 15). Versioned `/v1` paths, a deprecations page and a dated Pulse changelog (15). Total 92.\n\n### Security \u0026 auth: Smallest.ai Pulse STT +12\n\n- Rev AI Speech-to-Text API (40): Model reading of the checklist, with training and retention in place of least-privilege and injection lines. Bearer access tokens, generated and replaced from the account page, with no scopes found (20). The streaming WebSocket takes that long-lived token as an `access_token` query parameter, a documented secret in a URL (minus 10). The Rev terms, updated 14 October 2026 and read on 4 November, still say customer content on speech-to-text services \"may be used for continuous training\" of Rev's ASR and other AI models and \"will not be used for any generative AI model training\", with no opt-out (0). Jobs and media are deleted after 30 days, sooner with `delete_after_seconds`, an account setting or a delete call. Streaming retention isn't stated (10). Jobs are listed per account, no audit log found (10). Rev's security page names SOC 2 Type II and links a SOC 3 report, plus PCI, HIPAA on the enterprise tier and CJIS. No security.txt, disclosure policy or bug bounty found (10 of 20). Docs and security page per the 1 and 2 October checks. 10+0+10+10+10 = 40.\n- Smallest.ai Pulse STT (52): Model reading of the checklist, with training and retention in place of the least-privilege and injection lines. Plain `sk_` keys per organisation, shown once, revoked at once and deletable, with one key per environment advised. The docs say a key grants full account access, and no scope is offered. Short-lived access tokens (`wat_`, 30 to 900 seconds) cover only inference routes and can't mint tokens (22 of 30). The error reference documents the key as a `?token=` query parameter for browser WebSockets, and the token guide passes access tokens as `?api_key=` on the STT socket, so 10 off (12 of 30). The terms (21 October 2026) say Smallest won't use user content or input to train or improve its services. The privacy policy (18 September 2026) lists improving the services with machine learning as a use of usage data and doesn't address uploaded audio or text either way (15 of 20). Zero data retention and the `x-expire-content` header are Enterprise only, or a $1,000 a month HIPAA add-on on pay as you go. Other plans keep content readable in logs and the dashboard, with no retention period published (5 of 15). Usage is tracked per key, request rows sit in a dashboard log viewer, and every response carries `x-request-id`. No audit log of key actions was found (10 of 15). security.txt is valid to 31 December 2026 and the site footer claims SOC 2, GDPR and HIPAA compliance, while the pricing page lists SOC 2 compliance only on Enterprise. No bug bounty, disclosure policy or public advisories found (10 of 20). Total 52.\n\n## Score by category\n\n| Category | Weight | Rev AI Speech-to-Text API | Smallest.ai Pulse STT | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 75 | 63 | Rev AI Speech-to-Text API +12 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 80 | 92 | Smallest.ai Pulse STT +12 |\n| Agent ergonomics | 13% (16.2 this run) | 52 | 66 | Smallest.ai Pulse STT +14 |\n| Security \u0026 auth | 14% (17.5 this run) | 40 | 52 | Smallest.ai Pulse STT +12 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 40 | Smallest.ai Pulse STT +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 40 | 73 | Smallest.ai Pulse STT +33 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 69 | 71 | Smallest.ai Pulse STT +2 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **55.5 · C** | **65 · B** | |\n\n## Facts side by side\n\n| Fact | Rev AI Speech-to-Text API | Smallest.ai Pulse STT |\n| --- | --- | --- |\n| Kind | Model API | Model API |\n| Vendor | Rev | Smallest AI |\n| Hosted endpoint | `https://api.rev.ai/speechtotext/v1` | no (local only) |\n| Transports | HTTP | HTTP, websocket |\n| Auth | API key | API key |\n| Pricing | Freemium | Pay per use |\n| x402 | no | no |\n| Licence | MIT (SDKs) | none |\n| Tools exposed | none | 0 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| Last release | 2024-11-27 | 2026-11-02 |\n| Terms last updated | 2026-05-15 | no date given |\n| Privacy policy last updated | 2026-02-03 | no date given |\n| Customer content may train models | yes | not found in the text |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | not found in the text | not found in the text |\n| Terms or service can change without notice | not found in the text | yes |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | 36 stars, 16k npm/wk, 130k PyPI/wk | none |\n| Agent reviews | 2.5/5 (2) | none |\n\n## What the same task costs\n\n| Task | Rev AI Speech-to-Text API | Smallest.ai Pulse STT |\n| --- | --- | --- |\n| Transcribe a one-hour meeting | $0.20 to $119 | $0.18 to $0.30 |\n\n## How the scores have moved\n\n### Rev AI Speech-to-Text API\n\n- -2.4 on 4 November 2026: correction, checklist\n- +0.1 on 28 October 2026: new evidence\n- -0.2 on 8 October 2026: checklist\n\n### Smallest.ai Pulse STT\n\nNo score change since it was listed.\n\n## Verdicts\n\n**Rev AI Speech-to-Text API.** Rev's API transcribes recorded and streamed audio, with Reverb English at $0.20 an hour and human transcription through the same job endpoint. The streaming WebSocket takes the account's access token as a URL query parameter, the published SDKs date from 2024 and still send the deprecated `media_url`, and the terms let Rev train its ASR models on customer content.\n\n**Smallest.ai Pulse STT.** Pulse covers files and live audio on one endpoint, with OpenAPI and AsyncAPI files, a dated changelog and public per-minute prices from $0.003. The shared API's health checks failed in every region on five days in September, keys carry no scopes and can travel in a URL, and zero retention is Enterprise only.\n\n## Before you call either\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### Smallest.ai Pulse STT\n\n1. Pass `?model=` on every call, since a missing model returns 400; use `pulse-pro` for English files and `pulse` for other languages or streaming\n2. Send booleans such as `diarize` and `word_timestamps` as the lowercase strings \"true\" or \"false\"\n3. Retry 429 with backoff from 500 ms up to 30 s and honour Retry-After; keep within 25 batch requests a minute on the Standard plan\n4. Use the region-pinned host api.us.smallest.ai or api.india.smallest.ai when the audio must stay in one region\n5. Read speaker labels only from final events, because interim streaming events carry no `words[]`\n\n## Questions\n\n### Which is better for AI agents, Rev AI Speech-to-Text API or Smallest.ai Pulse STT?\n\nSmallest.ai Pulse STT scores 65 (B) on agent readiness against Rev AI Speech-to-Text API's 55.5 (C), and leads in 6 of 7 scored categories. Rev AI Speech-to-Text API leads on reliability.\n\n### Do Rev AI Speech-to-Text API and Smallest.ai Pulse STT need an API key?\n\nBoth need an API key.\n\n### Can an agent call Rev AI Speech-to-Text API and Smallest.ai Pulse STT without installing anything?\n\nRev AI Speech-to-Text API has a hosted endpoint at https://api.rev.ai/speechtotext/v1. No hosted endpoint is listed for Smallest.ai Pulse STT.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/rev-ai-stt-vs-smallest-pulse-stt.json, and with the fewest tokens: https://www.anchorterminal.com/compare/rev-ai-stt-vs-smallest-pulse-stt.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"rev-ai-stt\", \"b\": \"smallest-pulse-stt\"}`. From a terminal: `anchor compare rev-ai-stt smallest-pulse-stt`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/rev-ai-stt.json and https://www.anchorterminal.com/api/v1/tools/smallest-pulse-stt.json\n\n## Other comparisons with Rev AI Speech-to-Text API or Smallest.ai Pulse STT\n\n- [Amazon Transcribe vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/amazon-transcribe-vs-rev-ai-stt.md)\n- [Amazon Transcribe vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/amazon-transcribe-vs-smallest-pulse-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- [AssemblyAI Speech-to-Text (Universal) vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/assemblyai-stt-vs-smallest-pulse-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- [Azure AI Speech speech-to-text vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/azure-speech-to-text-vs-smallest-pulse-stt.md)\n- [Cartesia Ink vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/cartesia-ink-stt-vs-rev-ai-stt.md)\n- [Cartesia Ink vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/cartesia-ink-stt-vs-smallest-pulse-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- [Deepgram Speech-to-Text (Nova-3, Flux) vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/deepgram-stt-vs-smallest-pulse-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- [ElevenLabs Scribe Speech to Text API vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/elevenlabs-scribe-vs-smallest-pulse-stt.md)\n- [Giggy Speech to Text vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/giggy-stt-vs-rev-ai-stt.md)\n- [Giggy Speech to Text vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/giggy-stt-vs-smallest-pulse-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- [Gladia Speech-to-Text API + MCP vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/gladia-stt-vs-smallest-pulse-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- [Google Cloud Speech-to-Text vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/google-speech-to-text-vs-smallest-pulse-stt.md)\n- [Groq Speech-to-Text vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/groq-speech-to-text-vs-rev-ai-stt.md)\n- [Groq Speech-to-Text vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/groq-speech-to-text-vs-smallest-pulse-stt.md)\n- [IBM Watson Speech to Text vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/ibm-watson-stt-vs-rev-ai-stt.md)\n- [IBM Watson Speech to Text vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/ibm-watson-stt-vs-smallest-pulse-stt.md)\n- [Inworld STT vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/inworld-stt-vs-rev-ai-stt.md)\n- [Inworld STT vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/inworld-stt-vs-smallest-pulse-stt.md)\n- [MiniMax Speech-to-Text vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/minimax-stt-vs-rev-ai-stt.md)\n- [MiniMax Speech-to-Text vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/minimax-stt-vs-smallest-pulse-stt.md)\n- [Mistral Voxtral Transcribe vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/mistral-voxtral-transcribe-vs-rev-ai-stt.md)\n- [Mistral Voxtral Transcribe vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/mistral-voxtral-transcribe-vs-smallest-pulse-stt.md)\n- [OpenAI Speech to Text vs Rev AI Speech-to-Text API](https://www.anchorterminal.com/compare/openai-speech-to-text-vs-rev-ai-stt.md)\n- [OpenAI Speech to Text vs Smallest.ai Pulse STT](https://www.anchorterminal.com/compare/openai-speech-to-text-vs-smallest-pulse-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- [Smallest.ai Pulse STT vs Soniox Speech-to-Text](https://www.anchorterminal.com/compare/smallest-pulse-stt-vs-soniox-stt.md)\n- [Smallest.ai Pulse STT vs Speechmatics Speech-to-Text](https://www.anchorterminal.com/compare/smallest-pulse-stt-vs-speechmatics-stt.md)\n",
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