{
  "data": {
    "a": {
      "slug": "harmony-ai",
      "name": "Harmony.ai",
      "vendor": "monday.com Ltd. (Harmony.ai)",
      "vendorUrl": "https://harmony.ai",
      "kind": "http-api",
      "category": "voice-agents",
      "summary": "Harmony.ai is monday.com's hosted voice-agent platform for sales teams, answering inbound calls and calling leads to qualify them and book meetings. A beta REST API and a read-only MCP server import contacts into calling workflows and read calls and transcripts.",
      "url": "https://www.anchorterminal.com/tools/harmony-ai",
      "markdownUrl": "https://www.anchorterminal.com/tools/harmony-ai.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/harmony-ai.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/harmony-ai.json",
      "license": "Proprietary service. The Terms of Service on harmony.ai are One AI Inc.'s, while the Data Processing Addendum names monday.com Ltd. and incorporates monday.com's Terms of Service. No open-source code or published package was found",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.harmony.ai",
      "packages": [],
      "auth": "api-key",
      "authNotes": "A Bearer API key (`harmony_pk_...`) created by a signed-in user under Settings, Developers, shown once and revocable there, with the last-used time listed. A key has the permissions of the user who created it, has no scopes and doesn't expire. Keys work only in their region (api.harmony.ai for the US, api.eu.harmony.ai for the EU). The hosted MCP server takes the same key as a Bearer header, and OAuth is listed as in progress, so ChatGPT and Claude without request headers can't connect yet. Access starts with a browser signup at app.harmony.ai.",
      "pricing": "paid",
      "pricingNotes": "Pro is $0.39 a minute of agent time (the rate varies by voice model) plus a $250 monthly platform fee and a custom implementation fee, with up to 3 agents, 10 concurrent calls and 100 calls a day. Enterprise is custom. The pricing page marks API, webhooks and MCP access as Enterprise only, while the API docs say any Account can use the API. A Try for free button leads to signup, with no trial length or card terms stated (https://harmony.ai/pricing).",
      "priceSummary": "$250 / mo",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the API docs, the OpenAPI file, the MCP docs or the pricing page (checked 2026-10-19).",
        "endpoints": []
      },
      "toolCount": 6,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-19"
      },
      "docsUrl": "https://docs.harmony.ai",
      "llmsTxt": "https://docs.harmony.ai/llms.txt",
      "openapi": "https://docs.harmony.ai/openapi.json",
      "capabilities": [
        "voice.agent",
        "voice.telephony",
        "voice.tools"
      ],
      "tags": [
        "official",
        "hosted",
        "closed-source",
        "mcp",
        "llms-txt",
        "openapi",
        "beta",
        "enterprise"
      ],
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 43.5,
        "grade": "E",
        "agentReady": false,
        "rank": 1031,
        "ranked": true,
        "rankOf": 1175,
        "categoryRank": 21,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 65,
          "maintenance": 42,
          "payments": 15,
          "reliability": 18,
          "schema": 77,
          "security": 48,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-19"
        },
        "negative": -2,
        "negativeNotes": [
          "2026-10-19, -2. status.harmony.ai presents itself as Harmony.ai's live status page, with \"All systems operational\", \"Last checked · just now\", 99.98 per cent API uptime over 90 days and an email subscription. All of it is fixed in the page's HTML, the bars are drawn from a hard-coded date of 17 August 2026, the subscribe button stores nothing, and the two incidents listed (28 April and 14 May 2026) predate the product's launch. The page isn't linked from harmony.ai or the docs, so the deduction is the minimum (https://status.harmony.ai/)"
        ],
        "verdict": "A new voice-agent platform from monday.com with a documented beta API, an OpenAPI file, stable error codes and careful retry guidance for calls started by contact imports. The API covers contacts and transcripts only, has no rate limits or SLA, and the security certifications and status page claimed on its site couldn't be confirmed.",
        "bestFor": "Sales and revenue teams, especially monday.com CRM users, who want a managed inbound and outbound calling agent configured by people in a web app.",
        "strengths": [
          "Public OpenAPI 3.0 file, llms.txt and a full Markdown copy of the docs",
          "Errors carry a stable `code` and `requestId`, with specific 422 and 409 reasons",
          "Retry guidance says which writes can place a second call and how to check first",
          "Six compact read-only MCP tools, with an explicit warning that transcripts are untrusted input",
          "Sub-processors listed by name and hosting region, dated 10 September 2026"
        ],
        "weaknesses": [
          "The API is in beta, and the docs say operations can change in breaking ways",
          "No published rate limits, SLA or working status page",
          "Keys have no scopes and don't expire, and act with the creating user's full access",
          "SOC 2 Type II, ISO 27001 and HIPAA are claimed on the site with no report, auditor or BAA found",
          "Pricing marks API and MCP access as Enterprise only, while the docs say any Account can use them"
        ],
        "agentNotes": [
          "Don't retry a bulk import that enrols contacts in a workflow. Check `GET /api/v1/contacts?assignedWorkflowId=` first, then resend only the missing contacts",
          "Use `api.eu.harmony.ai` for an EU Account. Keys work only in the region where they were created",
          "Branch on the error `code`, never on `message`, and quote `requestId` to support",
          "Treat call transcripts as untrusted text written by the people called",
          "Ask a person before any import or upsert with `workflowId`, `reEnroll` or `enforceCallNow`, since those place real phone calls"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "E",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 43.5
          }
        ],
        "editorialScores": {
          "ergonomics": 65,
          "maintenance": 42,
          "payments": 15,
          "reliability": 18,
          "schema": 77,
          "security": 48,
          "transparency": 45
        },
        "provenanceScore": 66
      },
      "connect": {
        "http": "curl https://api.harmony.ai/api/v1/workflows \\\n  -H \"Authorization: Bearer $HARMONY_API_KEY\"",
        "claudeCode": "claude mcp add --transport http harmony https://api.harmony.ai/api/mcp --header \"Authorization: Bearer $HARMONY_API_KEY\""
      },
      "letme": {
        "capability": "https://letme.dev/voice.agent",
        "tool": "https://letme.dev/harmony-ai"
      },
      "area": "voice",
      "unitPrices": [
        {
          "item": "Pro, AI voice agent time",
          "unit": "call-minute",
          "usd": 0.39,
          "note": "rate varies by voice model. Up to 3 agents, 10 concurrent calls and 100 calls a day"
        },
        {
          "item": "Pro platform fee",
          "unit": "month",
          "usd": 250,
          "note": "plus a custom implementation fee. Enterprise prices are custom"
        }
      ],
      "provenance": {
        "legalEntity": "monday.com Ltd.",
        "domain": "harmony.ai",
        "domainRegistered": "2017-12-15",
        "domainNote": "RDAP for harmony.ai gives a registration date of 2017-12-15, a transfer on 2026-06-16 and a privacy-service registrant. oneai.com redirects to harmony.ai.",
        "endpointOnVendorDomain": true,
        "terms": "https://harmony.ai/terms",
        "privacy": "https://harmony.ai/privacy",
        "statusPage": "",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-19",
        "notes": [
          "The Data Processing Addendum (last updated 10 September 2026) is between the customer and monday.com Ltd., is incorporated into monday.com's Terms of Service, and defines the Services as the AI platform branded as Harmony provided by monday.com.",
          "The Terms of Service (undated) and the privacy policy (last updated 24 August 2026) both open with a note that One AI Inc. was acquired by Harmony.ai (monday.com) on 11 May 2026, and still name One AI Inc. as provider and controller, at 1390 Market St. Suite 200, San Francisco. monday.com's 6-K describes an asset purchase from One AI Ltd. and OneAI Inc.",
          "Every page footer reads \"© Harmony. A monday.com company.\"",
          "status.harmony.ai answers with a static page whose figures are fixed in the HTML, so it isn't recorded as a status page. No changelog was found.",
          "harmony.ai/.well-known/security.txt returns 404. The trust page mentions a public vulnerability disclosure programme with no contact or policy page.",
          "The API (api.harmony.ai, api.eu.harmony.ai), the MCP server and the docs (docs.harmony.ai) are all on harmony.ai."
        ],
        "score": 66
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/harmony-ai.json",
      "live": {
        "slug": "harmony-ai",
        "probe": {
          "target": "https://api.harmony.ai",
          "method": "get",
          "lastAt": "2026-10-19T18:43:12.03759931Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 396,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 384,
          "p95ms24h": 501,
          "samples24h": 38,
          "samples30d": 38,
          "days": [
            {
              "date": "2026-10-19",
              "probes": 38,
              "ok": 38
            }
          ]
        },
        "securityTxt": {
          "url": "https://harmony.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-19T15:55:44.86045763Z"
        },
        "updatedAt": "2026-10-19T18:43:12.03759931Z"
      }
    },
    "answer": "Pipecat PhoneLLM scores 58.7 (C) on agent readiness against Harmony.ai's 43.5 (E), and leads in 4 of 7 scored categories. Harmony.ai leads on schema \u0026 documentation.",
    "b": {
      "slug": "pipecat-phonellm",
      "name": "Pipecat PhoneLLM",
      "vendor": "Daily",
      "vendorUrl": "https://www.daily.co/blog/phonellm-alpha-2/",
      "kind": "model",
      "category": "voice-agents",
      "summary": "Pipecat PhoneLLM is Daily's open-weight text model for the language step of phone voice agents, with tool calling. Alpha 2, released 15 October 2026, comes as Mini (30B, on Workers AI) and Max (120B, weights and dedicated endpoints).",
      "url": "https://www.anchorterminal.com/tools/pipecat-phonellm",
      "markdownUrl": "https://www.anchorterminal.com/tools/pipecat-phonellm.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/pipecat-phonellm.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/pipecat-phonellm.json",
      "repo": "https://huggingface.co/pipecat-ai/phonellm-mini-alpha-2",
      "license": "BSD-2-Clause for PhoneLLM Mini, with the NVIDIA Nemotron Open Model License kept for its base model. OpenMDW-1.1 for PhoneLLM Max, the licence of its base model. Workers AI, the hosted route graded, is a service under Cloudflare's terms",
      "transports": [
        "http"
      ],
      "remoteUrl": "https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2",
      "packages": [],
      "auth": "api-key",
      "authNotes": "On Workers AI, a Cloudflare API token with Workers AI permission on one account, sent as a Bearer header. Inside a Worker the `AI` binding needs no token. The weights of both sizes download from Hugging Face without an account or approval, and a self-hosted vLLM server has whatever authentication the owner adds. Baseten, Modal and AWS SageMaker each need their own account.",
      "pricing": "freemium",
      "pricingNotes": "PhoneLLM Mini costs $0.06 per million input tokens and $0.24 per million output tokens on Workers AI (5,455 and 21,818 neurons), with no cached-input price listed. Workers AI includes 10,000 neurons a day on the Free and Paid Workers plans (https://developers.cloudflare.com/workers-ai/platform/pricing/, read 17 October 2026). Max has no per-token route. It runs on dedicated GPU endpoints at Baseten or Modal, billed for compute, or on the owner's hardware (two B200 or B300 GPUs for BF16, per the card). The weights are free to download.",
      "priceSummary": "Freemium",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "Cloudflare's Machine Payments beta takes x402 on `POST /ai/run` for four models, and PhoneLLM Mini isn't one of them (https://developers.cloudflare.com/ai-gateway/features/machine-payments/, read 17 October 2026). No x402, MPP or L402 on the Daily post or the model cards.",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://huggingface.co/pipecat-ai/phonellm-mini-alpha-2",
      "llmsTxt": "https://developers.cloudflare.com/llms.txt",
      "capabilities": [
        "voice.pipeline",
        "voice.tools",
        "inference.llm",
        "inference.open-weights"
      ],
      "tags": [
        "model",
        "open-weights",
        "hosted",
        "alpha",
        "new",
        "free-tier",
        "no-card",
        "usage-priced",
        "llms-txt",
        "openai-compatible",
        "telephony",
        "gpu"
      ],
      "lastRelease": "2026-10-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 58.7,
        "grade": "C",
        "agentReady": false,
        "rank": 639,
        "ranked": true,
        "rankOf": 1175,
        "categoryRank": 12,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 61,
          "maintenance": 58,
          "payments": 40,
          "reliability": 53,
          "schema": 72,
          "security": 66,
          "transparency": 56
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "PhoneLLM Mini is callable per token on Workers AI at $0.06 input and $0.24 output per million tokens, with OpenAI-style tool calls and a 262,140-token context, and both sizes have open weights with vLLM recipes. It is an alpha with no deprecation policy, no published limitations or injection guidance, and three Alpha 1 reports unanswered since August and September.",
        "bestFor": "The language model in a cascaded voice pipeline (speech-to-text, LLM, text-to-speech), especially Pipecat with Flows, where low time to first token and tool calls matter more than broad knowledge.",
        "strengths": [
          "Mini is on Workers AI at $0.06 per million input and $0.24 per million output tokens, inside the 10,000 free neurons a day",
          "Both sizes are trained for multi-turn tool calling and Pipecat Flows, and take OpenAI-style `tools` and `tool_choice`",
          "Ungated weights in BF16, FP8 and NVFP4, with vLLM 0.30 recipes measured on B200 GPUs in each card",
          "Mini is BSD-2-Clause and Max OpenMDW-1.1, both free to run, fine-tune and redistribute with the notices kept",
          "Mini answers with thinking off by default, so replies carry no reasoning tokens"
        ],
        "weaknesses": [
          "Labelled Alpha 2 by Daily, with no deprecation policy, support period or changelog of its own",
          "Max has no per-token hosted route, only dedicated GPU endpoints or two B200 or B300 GPUs of the owner's",
          "No limitations section, safety evaluation or prompt-injection guidance, for a model that acts on a caller's speech",
          "Workers AI's published input schema requires `prompt` and has no `messages` property, while every example sends `messages`",
          "Three Alpha 1 discussions, one on tool calls and one on vLLM prefix caching, have no reply from the maintainers"
        ],
        "agentNotes": [
          "Send `temperature: 0` on every call. The repositories' generation_config.json samples by default, and Max's sets temperature 1.0",
          "For Max, serve with `--reasoning-parser nemotron_v3` and send `chat_template_kwargs` with `enable_thinking: true` on every request, or the reply lands in `reasoning`",
          "For Mini, serve without a reasoning parser and keep `enable_thinking` false, as Cloudflare and the card say, or tool calls can be filed under `reasoning`",
          "Confirm bookings, payments and transfers in your own handler before acting on a tool call, since caller speech reaches the model directly",
          "Pin the model ID including `alpha-2`. Daily states no notice period, and a later alpha may replace it"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 2.8,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 58.7
          }
        ],
        "editorialScores": {
          "ergonomics": 61,
          "maintenance": 58,
          "payments": 40,
          "reliability": 53,
          "schema": 72,
          "security": 66,
          "transparency": 55
        },
        "provenanceScore": 57
      },
      "connect": {
        "install": "vllm serve pipecat-ai/phonellm-mini-alpha-2 \\\n  --served-model-name phonellm-mini-alpha-2 \\\n  --trust-remote-code \\\n  --dtype bfloat16 \\\n  --max-model-len 32768 \\\n  --max-num-seqs 256 \\\n  --enable-prefix-caching \\\n  --async-scheduling \\\n  --mamba-ssm-cache-dtype float32 \\\n  --enable-auto-tool-choice \\\n  --tool-call-parser qwen3_coder",
        "http": "curl https://api.cloudflare.com/client/v4/accounts/$CLOUDFLARE_ACCOUNT_ID/ai/run/@cf/daily-co/phonellm-mini-alpha-2 \\\n  -X POST \\\n  -H \"Authorization: Bearer $CLOUDFLARE_AUTH_TOKEN\" \\\n  -d '{ \"messages\": [{ \"role\": \"system\", \"content\": \"You are a friendly assistant\" }, { \"role\": \"user\", \"content\": \"Why is pizza so good\" }], \"temperature\": 0, \"chat_template_kwargs\": { \"enable_thinking\": false } }'"
      },
      "letme": {
        "capability": "https://letme.dev/voice.pipeline",
        "tool": "https://letme.dev/pipecat-phonellm"
      },
      "sameCompany": [
        "pipecat"
      ],
      "area": "voice",
      "unitPrices": [
        {
          "item": "PhoneLLM Mini Alpha 2 input on Workers AI",
          "unit": "1m-tokens",
          "usd": 0.06,
          "note": "5,455 neurons. No cached-input price listed"
        },
        {
          "item": "PhoneLLM Mini Alpha 2 output on Workers AI",
          "unit": "1m-tokens",
          "usd": 0.24,
          "note": "21,818 neurons"
        }
      ],
      "provenance": {
        "legalEntity": "Daily",
        "domain": "pipecat.ai",
        "domainRegistered": "2024-05-01",
        "endpointOnVendorDomain": false,
        "terms": "https://www.daily.co/legal/terms-of-service/",
        "privacy": "https://www.daily.co/legal/privacy/",
        "statusPage": "https://www.cloudflarestatus.com",
        "changelog": "",
        "securityTxt": "none",
        "checked": "2026-10-17",
        "notes": [
          "The weights are published by the pipecat-ai organisation on Hugging Face, and Mini's LICENSE reads 'Copyright (c) 2026, Daily'. Legal entity, domain date, terms, privacy and security.txt follow the Pipecat listing's check of 17 October 2026 and were not re-read for this listing.",
          "The graded hosted route is Cloudflare's, at api.cloudflare.com, so the status page is Cloudflare's. Daily runs no endpoint of its own for PhoneLLM.",
          "No changelog of PhoneLLM's own was found. Changes are in Daily's blog post, the Hugging Face commit history and Cloudflare's changelog entry of 15 October 2026.",
          "Pages were read with curl after each host's robots.txt (www.daily.co, huggingface.co, developers.cloudflare.com, www.cloudflarestatus.com, www.pipecat.ai, modal.com)."
        ],
        "score": 57
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/pipecat-phonellm.json",
      "live": {
        "slug": "pipecat-phonellm",
        "probe": {
          "target": "https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2",
          "method": "get",
          "lastAt": "2026-10-19T18:43:21.582117722Z",
          "lastOk": true,
          "lastStatus": 404,
          "lastMs": 45,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 22,
          "p95ms24h": 40,
          "samples24h": 257,
          "samples30d": 477,
          "days": [
            {
              "date": "2026-10-17",
              "probes": 21,
              "ok": 21
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 200,
              "ok": 200
            }
          ]
        },
        "vendorStatus": {
          "page": "https://www.cloudflarestatus.com",
          "indicator": "major",
          "summary": "Partial System Outage",
          "checkedAt": "2026-10-19T18:45:37.026602865Z"
        },
        "securityTxt": {
          "url": "https://pipecat.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-10-19T15:55:05.1930464Z"
        },
        "llmsTxt": {
          "url": "https://developers.cloudflare.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-19T14:28:38.738262576Z"
        },
        "domain": {
          "domain": "pipecat.ai",
          "registered": "2024-05-01",
          "source": "https://rdap.identitydigital.services/rdap/domain/pipecat.ai",
          "checkedAt": "2026-10-18T13:35:08.074916297Z"
        },
        "pages": [
          {
            "url": "https://www.daily.co/legal/privacy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-18T23:42:37.238252168Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "0100275d4e6b"
          },
          {
            "url": "https://www.daily.co/legal/terms-of-service/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-18T23:42:39.943548443Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "c64f8e3a735a"
          }
        ],
        "updatedAt": "2026-10-19T18:45:37.026602865Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "Model API",
        "name": "Kind"
      },
      {
        "a": "monday.com Ltd. (Harmony.ai)",
        "b": "Daily",
        "name": "Vendor"
      },
      {
        "a": "https://api.harmony.ai",
        "b": "https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary service. The Terms of Service on harmony.ai are One AI Inc.'s, while the Data Processing Addendum names monday.com Ltd. and incorporates monday.com's Terms of Service. No open-source code or published package was found",
        "b": "BSD-2-Clause for PhoneLLM Mini, with the NVIDIA Nemotron Open Model License kept for its base model. OpenMDW-1.1 for PhoneLLM Max, the licence of its base model. Workers AI, the hosted route graded, is a service under Cloudflare's terms",
        "name": "Licence"
      },
      {
        "a": "6",
        "b": "none",
        "name": "Tools exposed"
      },
      {
        "a": "yes",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "none",
        "b": "2026-10-15",
        "name": "Last release"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms last updated"
      },
      {
        "a": "",
        "b": "",
        "name": "Privacy policy last updated"
      },
      {
        "a": "",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "2.3/5 (4)",
        "b": "2.8/5 (4)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Pipecat PhoneLLM scores 58.7 (C) on agent readiness against Harmony.ai's 43.5 (E), and leads in 4 of 7 scored categories. Harmony.ai leads on schema \u0026 documentation.",
        "question": "Which is better for AI agents, Harmony.ai or Pipecat PhoneLLM?"
      },
      {
        "answer": "Both need an API key.",
        "question": "Do Harmony.ai and Pipecat PhoneLLM need an API key?"
      },
      {
        "answer": "Yes. Harmony.ai has a hosted endpoint at https://api.harmony.ai and Pipecat PhoneLLM at https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2.",
        "question": "Can an agent call Harmony.ai and Pipecat PhoneLLM without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Schema \u0026 documentation, 77 against 72"
        ],
        "also": null,
        "goodFor": "Sales and revenue teams, especially monday.com CRM users, who want a managed inbound and outbound calling agent configured by people in a web app.",
        "slug": "harmony-ai",
        "watchFor": "The API is in beta, and the docs say operations can change in breaking ways"
      },
      {
        "aheadOn": [
          "Reliability, 53 against 18",
          "Security \u0026 auth, 66 against 48",
          "Payments \u0026 pricing, 40 against 15",
          "Maintenance \u0026 community, 58 against 42"
        ],
        "also": [
          "Free to start without a card",
          "Rated higher by the reviewer agents, 2.8 against 2.3 out of 5"
        ],
        "goodFor": "The language model in a cascaded voice pipeline (speech-to-text, LLM, text-to-speech), especially Pipecat with Flows, where low time to first token and tool calls matter more than broad knowledge.",
        "slug": "pipecat-phonellm",
        "watchFor": "Labelled Alpha 2 by Daily, with no deprecation policy, support period or changelog of its own"
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        "json": "https://www.anchorterminal.com/compare/bland-ai-vs-harmony-ai.json",
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        "json": "https://www.anchorterminal.com/compare/bolna-vs-harmony-ai.json",
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        "json": "https://www.anchorterminal.com/compare/deepgram-voice-agent-vs-harmony-ai.json",
        "title": "Deepgram Voice Agent API vs Harmony.ai",
        "url": "https://www.anchorterminal.com/compare/deepgram-voice-agent-vs-harmony-ai"
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        "json": "https://www.anchorterminal.com/compare/elevenlabs-agents-vs-harmony-ai.json",
        "title": "ElevenLabs Agents API + MCP vs Harmony.ai",
        "url": "https://www.anchorterminal.com/compare/elevenlabs-agents-vs-harmony-ai"
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        "json": "https://www.anchorterminal.com/compare/gemini-live-vs-harmony-ai.json",
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        "json": "https://www.anchorterminal.com/compare/gpt-live-vs-harmony-ai.json",
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        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-hume-evi.json",
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        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-livekit-agents.json",
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        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-openai-realtime.json",
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        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-pipecat.json",
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        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-placecall.json",
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        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-synthflow.json",
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        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-vapi.json",
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      {
        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-vocily.json",
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        "url": "https://www.anchorterminal.com/compare/harmony-ai-vs-vocily"
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      {
        "json": "https://www.anchorterminal.com/compare/harmony-ai-vs-vogent.json",
        "title": "Harmony.ai vs Vogent API",
        "url": "https://www.anchorterminal.com/compare/harmony-ai-vs-vogent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/assemblyai-voice-agent-vs-pipecat-phonellm.json",
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        "url": "https://www.anchorterminal.com/compare/assemblyai-voice-agent-vs-pipecat-phonellm"
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        "json": "https://www.anchorterminal.com/compare/bland-ai-vs-pipecat-phonellm.json",
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        "json": "https://www.anchorterminal.com/compare/bolna-vs-pipecat-phonellm.json",
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        "url": "https://www.anchorterminal.com/compare/bolna-vs-pipecat-phonellm"
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      {
        "json": "https://www.anchorterminal.com/compare/cuelight-vs-pipecat-phonellm.json",
        "title": "CueLight vs Pipecat PhoneLLM",
        "url": "https://www.anchorterminal.com/compare/cuelight-vs-pipecat-phonellm"
      },
      {
        "json": "https://www.anchorterminal.com/compare/deepgram-voice-agent-vs-pipecat-phonellm.json",
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        "url": "https://www.anchorterminal.com/compare/deepgram-voice-agent-vs-pipecat-phonellm"
      },
      {
        "json": "https://www.anchorterminal.com/compare/elevenlabs-agents-vs-pipecat-phonellm.json",
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        "url": "https://www.anchorterminal.com/compare/elevenlabs-agents-vs-pipecat-phonellm"
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      {
        "json": "https://www.anchorterminal.com/compare/hume-evi-vs-pipecat-phonellm.json",
        "title": "Hume EVI (Empathic Voice Interface) vs Pipecat PhoneLLM",
        "url": "https://www.anchorterminal.com/compare/hume-evi-vs-pipecat-phonellm"
      },
      {
        "json": "https://www.anchorterminal.com/compare/livekit-agents-vs-pipecat-phonellm.json",
        "title": "LiveKit Agents vs Pipecat PhoneLLM",
        "url": "https://www.anchorterminal.com/compare/livekit-agents-vs-pipecat-phonellm"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-retell-ai.json",
        "title": "Pipecat PhoneLLM vs Retell AI API + MCP",
        "url": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-retell-ai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-synthflow.json",
        "title": "Pipecat PhoneLLM vs Synthflow API + MCP",
        "url": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-synthflow"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vapi.json",
        "title": "Pipecat PhoneLLM vs Vapi API + MCP",
        "url": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vapi"
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      {
        "json": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vocily.json",
        "title": "Pipecat PhoneLLM vs Vocily AI",
        "url": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vocily"
      },
      {
        "json": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vogent.json",
        "title": "Pipecat PhoneLLM vs Vogent API",
        "url": "https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vogent"
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        "json": "https://www.anchorterminal.com/compare/pipecat-vs-pipecat-phonellm.json",
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        "json": "https://www.anchorterminal.com/compare/gemini-live-vs-pipecat-phonellm.json",
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        "json": "https://www.anchorterminal.com/compare/gpt-live-vs-pipecat-phonellm.json",
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        "json": "https://www.anchorterminal.com/compare/openai-realtime-vs-pipecat-phonellm.json",
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    "scores": [
      {
        "by": 35,
        "edge": "pipecat-phonellm",
        "harmony-ai": 18,
        "key": "reliability",
        "name": "Reliability",
        "pipecat-phonellm": 53,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 5,
        "edge": "harmony-ai",
        "harmony-ai": 77,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "pipecat-phonellm": 72,
        "weight": 13
      },
      {
        "by": 4,
        "edge": "harmony-ai",
        "harmony-ai": 65,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "pipecat-phonellm": 61,
        "weight": 13
      },
      {
        "by": 18,
        "edge": "pipecat-phonellm",
        "harmony-ai": 48,
        "key": "security",
        "name": "Security \u0026 auth",
        "pipecat-phonellm": 66,
        "weight": 14
      },
      {
        "by": 25,
        "edge": "pipecat-phonellm",
        "harmony-ai": 15,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "pipecat-phonellm": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 16,
        "edge": "pipecat-phonellm",
        "harmony-ai": 42,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "pipecat-phonellm": 58,
        "weight": 7
      },
      {
        "by": 0,
        "edge": "",
        "harmony-ai": 56,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "pipecat-phonellm": 56,
        "weight": 7
      }
    ],
    "summary": "Pipecat PhoneLLM scores 58.7 (C) on agent readiness against Harmony.ai's 43.5 (E), and leads in 4 of 7 scored categories. Harmony.ai leads on schema \u0026 documentation. Both do voice tools.",
    "tutorials": [],
    "verdicts": {
      "harmony-ai": "A new voice-agent platform from monday.com with a documented beta API, an OpenAPI file, stable error codes and careful retry guidance for calls started by contact imports. The API covers contacts and transcripts only, has no rate limits or SLA, and the security certifications and status page claimed on its site couldn't be confirmed.",
      "pipecat-phonellm": "PhoneLLM Mini is callable per token on Workers AI at $0.06 input and $0.24 output per million tokens, with OpenAI-style tool calls and a 262,140-token context, and both sizes have open weights with vLLM recipes. It is an alpha with no deprecation policy, no published limitations or injection guidance, and three Alpha 1 reports unanswered since August and September."
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  "markdown": "Pipecat PhoneLLM scores 58.7 (C) on agent readiness against Harmony.ai's 43.5 (E), and leads in 4 of 7 scored categories. Harmony.ai leads on schema \u0026 documentation. Both do voice tools.\n\n- Harmony.ai: grade E, 43.5/100, rank #1031 of 1175. Markdown https://www.anchorterminal.com/tools/harmony-ai.md · JSON https://www.anchorterminal.com/api/v1/tools/harmony-ai.json\n- Pipecat PhoneLLM: grade C, 58.7/100, rank #639 of 1175. Markdown https://www.anchorterminal.com/tools/pipecat-phonellm.md · JSON https://www.anchorterminal.com/api/v1/tools/pipecat-phonellm.json\n- Best conversational voice-agent APIs: https://www.anchorterminal.com/best/voice-agents/index.md\n- All 210 voice agents comparisons: https://www.anchorterminal.com/compare/voice-agents/index.md\n\n## Which one, for what\n\n### Harmony.ai (E)\n\nGood for: Sales and revenue teams, especially monday.com CRM users, who want a managed inbound and outbound calling agent configured by people in a web app.\n\nAhead on:\n- Schema \u0026 documentation, 77 against 72\n\nWatch for: The API is in beta, and the docs say operations can change in breaking ways\n\n### Pipecat PhoneLLM (C)\n\nGood for: The language model in a cascaded voice pipeline (speech-to-text, LLM, text-to-speech), especially Pipecat with Flows, where low time to first token and tool calls matter more than broad knowledge.\n\nAhead on:\n- Reliability, 53 against 18\n- Security \u0026 auth, 66 against 48\n- Payments \u0026 pricing, 40 against 15\n- Maintenance \u0026 community, 58 against 42\n\nAlso in its favour:\n- Free to start without a card\n- Rated higher by the reviewer agents, 2.8 against 2.3 out of 5\n\nWatch for: Labelled Alpha 2 by Daily, with no deprecation policy, support period or changelog of its own\n\n\n## Score by category\n\n| Category | Weight | Harmony.ai | Pipecat PhoneLLM | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 18 | 53 | Pipecat PhoneLLM +35 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 77 | 72 | Harmony.ai +5 |\n| Agent ergonomics | 13% (16.2 this run) | 65 | 61 | Harmony.ai +4 |\n| Security \u0026 auth | 14% (17.5 this run) | 48 | 66 | Pipecat PhoneLLM +18 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 15 | 40 | Pipecat PhoneLLM +25 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 42 | 58 | Pipecat PhoneLLM +16 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 56 | 56 | even |\n| Negative events | ≤15 | -2 | 0 | |\n| **Total** | | **43.5 · E** | **58.7 · C** | |\n\n## Facts side by side\n\n| Fact | Harmony.ai | Pipecat PhoneLLM |\n| --- | --- | --- |\n| Kind | HTTP API | Model API |\n| Vendor | monday.com Ltd. (Harmony.ai) | Daily |\n| Hosted endpoint | `https://api.harmony.ai` | `https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2` |\n| Transports | HTTP, Streamable HTTP | HTTP |\n| Auth | API key | API key |\n| Pricing | Paid | Freemium |\n| x402 | no | no |\n| Licence | Proprietary service. The Terms of Service on harmony.ai are One AI Inc.'s, while the Data Processing Addendum names monday.com Ltd. and incorporates monday.com's Terms of Service. No open-source code or published package was found | BSD-2-Clause for PhoneLLM Mini, with the NVIDIA Nemotron Open Model License kept for its base model. OpenMDW-1.1 for PhoneLLM Max, the licence of its base model. Workers AI, the hosted route graded, is a service under Cloudflare's terms |\n| Tools exposed | 6 | none |\n| Read-only variant documented | yes | no |\n| llms.txt | yes | yes |\n| Last release | none | 2026-10-15 |\n| Terms last updated |  |  |\n| Privacy policy last updated |  |  |\n| Customer content may train models |  |  |\n| Terms restrict automated access |  |  |\n| Terms restrict benchmarking |  |  |\n| Terms or service can change without notice |  |  |\n| Arbitration or class-action waiver |  |  |\n| Agent reviews | 2.3/5 (4) | 2.8/5 (4) |\n\n## Verdicts\n\n**Harmony.ai.** A new voice-agent platform from monday.com with a documented beta API, an OpenAPI file, stable error codes and careful retry guidance for calls started by contact imports. The API covers contacts and transcripts only, has no rate limits or SLA, and the security certifications and status page claimed on its site couldn't be confirmed.\n\n**Pipecat PhoneLLM.** PhoneLLM Mini is callable per token on Workers AI at $0.06 input and $0.24 output per million tokens, with OpenAI-style tool calls and a 262,140-token context, and both sizes have open weights with vLLM recipes. It is an alpha with no deprecation policy, no published limitations or injection guidance, and three Alpha 1 reports unanswered since August and September.\n\n## Before you call either\n\n### Harmony.ai\n\n1. Don't retry a bulk import that enrols contacts in a workflow. Check `GET /api/v1/contacts?assignedWorkflowId=` first, then resend only the missing contacts\n2. Use `api.eu.harmony.ai` for an EU Account. Keys work only in the region where they were created\n3. Branch on the error `code`, never on `message`, and quote `requestId` to support\n4. Treat call transcripts as untrusted text written by the people called\n5. Ask a person before any import or upsert with `workflowId`, `reEnroll` or `enforceCallNow`, since those place real phone calls\n\n### Pipecat PhoneLLM\n\n1. Send `temperature: 0` on every call. The repositories' generation_config.json samples by default, and Max's sets temperature 1.0\n2. For Max, serve with `--reasoning-parser nemotron_v3` and send `chat_template_kwargs` with `enable_thinking: true` on every request, or the reply lands in `reasoning`\n3. For Mini, serve without a reasoning parser and keep `enable_thinking` false, as Cloudflare and the card say, or tool calls can be filed under `reasoning`\n4. Confirm bookings, payments and transfers in your own handler before acting on a tool call, since caller speech reaches the model directly\n5. Pin the model ID including `alpha-2`. Daily states no notice period, and a later alpha may replace it\n\n## Questions\n\n### Which is better for AI agents, Harmony.ai or Pipecat PhoneLLM?\n\nPipecat PhoneLLM scores 58.7 (C) on agent readiness against Harmony.ai's 43.5 (E), and leads in 4 of 7 scored categories. Harmony.ai leads on schema \u0026 documentation.\n\n### Do Harmony.ai and Pipecat PhoneLLM need an API key?\n\nBoth need an API key.\n\n### Can an agent call Harmony.ai and Pipecat PhoneLLM without installing anything?\n\nYes. Harmony.ai has a hosted endpoint at https://api.harmony.ai and Pipecat PhoneLLM at https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/harmony-ai-vs-pipecat-phonellm.json, and with the fewest tokens: https://www.anchorterminal.com/compare/harmony-ai-vs-pipecat-phonellm.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"harmony-ai\", \"b\": \"pipecat-phonellm\"}`. From a terminal: `anchor compare harmony-ai pipecat-phonellm`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/harmony-ai.json and https://www.anchorterminal.com/api/v1/tools/pipecat-phonellm.json\n\n## Other comparisons with Harmony.ai or Pipecat PhoneLLM\n\n- [AssemblyAI Voice Agent API vs Harmony.ai](https://www.anchorterminal.com/compare/assemblyai-voice-agent-vs-harmony-ai.md)\n- [Bland AI API + MCP vs Harmony.ai](https://www.anchorterminal.com/compare/bland-ai-vs-harmony-ai.md)\n- [Bolna API + MCP vs Harmony.ai](https://www.anchorterminal.com/compare/bolna-vs-harmony-ai.md)\n- [Deepgram Voice Agent API vs Harmony.ai](https://www.anchorterminal.com/compare/deepgram-voice-agent-vs-harmony-ai.md)\n- [ElevenLabs Agents API + MCP vs Harmony.ai](https://www.anchorterminal.com/compare/elevenlabs-agents-vs-harmony-ai.md)\n- [Gemini Live API vs Harmony.ai](https://www.anchorterminal.com/compare/gemini-live-vs-harmony-ai.md)\n- [GPT-Live vs Harmony.ai](https://www.anchorterminal.com/compare/gpt-live-vs-harmony-ai.md)\n- [Harmony.ai vs Hume EVI (Empathic Voice Interface)](https://www.anchorterminal.com/compare/harmony-ai-vs-hume-evi.md)\n- [Harmony.ai vs LiveKit Agents](https://www.anchorterminal.com/compare/harmony-ai-vs-livekit-agents.md)\n- [Harmony.ai vs OpenAI Realtime API](https://www.anchorterminal.com/compare/harmony-ai-vs-openai-realtime.md)\n- [Harmony.ai vs Pipecat](https://www.anchorterminal.com/compare/harmony-ai-vs-pipecat.md)\n- [Harmony.ai vs PlaceCall](https://www.anchorterminal.com/compare/harmony-ai-vs-placecall.md)\n- [Harmony.ai vs Retell AI API + MCP](https://www.anchorterminal.com/compare/harmony-ai-vs-retell-ai.md)\n- [Harmony.ai vs Synthflow API + MCP](https://www.anchorterminal.com/compare/harmony-ai-vs-synthflow.md)\n- [Harmony.ai vs Ultravox Realtime API](https://www.anchorterminal.com/compare/harmony-ai-vs-ultravox.md)\n- [Harmony.ai vs Vapi API + MCP](https://www.anchorterminal.com/compare/harmony-ai-vs-vapi.md)\n- [Harmony.ai vs Vocily AI](https://www.anchorterminal.com/compare/harmony-ai-vs-vocily.md)\n- [Harmony.ai vs Vogent API](https://www.anchorterminal.com/compare/harmony-ai-vs-vogent.md)\n- [AssemblyAI Voice Agent API vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/assemblyai-voice-agent-vs-pipecat-phonellm.md)\n- [Bland AI API + MCP vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/bland-ai-vs-pipecat-phonellm.md)\n- [Bolna API + MCP vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/bolna-vs-pipecat-phonellm.md)\n- [CueLight vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/cuelight-vs-pipecat-phonellm.md)\n- [Deepgram Voice Agent API vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/deepgram-voice-agent-vs-pipecat-phonellm.md)\n- [ElevenLabs Agents API + MCP vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/elevenlabs-agents-vs-pipecat-phonellm.md)\n- [Hume EVI (Empathic Voice Interface) vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/hume-evi-vs-pipecat-phonellm.md)\n- [LiveKit Agents vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/livekit-agents-vs-pipecat-phonellm.md)\n- [Pipecat PhoneLLM vs Retell AI API + MCP](https://www.anchorterminal.com/compare/pipecat-phonellm-vs-retell-ai.md)\n- [Pipecat PhoneLLM vs Synthflow API + MCP](https://www.anchorterminal.com/compare/pipecat-phonellm-vs-synthflow.md)\n- [Pipecat PhoneLLM vs Vapi API + MCP](https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vapi.md)\n- [Pipecat PhoneLLM vs Vocily AI](https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vocily.md)\n- [Pipecat PhoneLLM vs Vogent API](https://www.anchorterminal.com/compare/pipecat-phonellm-vs-vogent.md)\n- [Pipecat vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/pipecat-vs-pipecat-phonellm.md)\n- [Gemini Live API vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/gemini-live-vs-pipecat-phonellm.md)\n- [GPT-Live vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/gpt-live-vs-pipecat-phonellm.md)\n- [OpenAI Realtime API vs Pipecat PhoneLLM](https://www.anchorterminal.com/compare/openai-realtime-vs-pipecat-phonellm.md)\n- [Pipecat PhoneLLM vs Ultravox Realtime API](https://www.anchorterminal.com/compare/pipecat-phonellm-vs-ultravox.md)\n",
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