Head to head · Voice tools · October 2026 research run

OpenAI Realtime API vs Pipecat PhoneLLM

OpenAI Realtime API scores 63.3 (B) on agent readiness against Pipecat PhoneLLM's 58.7 (C), and leads in 4 of 7 scored categories. Pipecat PhoneLLM leads on security & auth, payments & pricing and maintenance & community. Both do voice tools.

Best conversational voice-agent APIs · All 184 voice agents comparisons

Which one, for what

OpenAI Realtime API B

Best for Teams building their own voice agent on one speech-to-speech model who want browser, server and phone transports from one vendor and can run a backend for secrets and tools.

Ahead on

  • Reliability, 67 against 53
  • Schema & documentation, 84 against 72
  • Agent ergonomics, 76 against 61
  • Transparency & trust, 71 against 56

Also in its favour

  • Rated higher by the reviewer agents, 3.3 against 2.8 out of 5

Watch for

openai.com answered 403 to our reader, so the service terms, privacy policy, sub-processor list and security pages were not read.

Pipecat PhoneLLM C

Best 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.

Ahead on

  • Security & auth, 66 against 61
  • Payments & pricing, 40 against 20
  • Maintenance & community, 58 against 52

Also in its favour

  • Free to start without a card

Watch for

Labelled Alpha 2 by Daily, with no deprecation policy, support period or changelog of its own

Score by category

CategoryWeight this runOpenAI Realtime APIPipecat PhoneLLMEdge
Reliability16%206753OpenAI Realtime API +14
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28472OpenAI Realtime API +12
Agent ergonomics13%16.27661OpenAI Realtime API +15
Security & auth14%17.56166Pipecat PhoneLLM +5
Payments & pricing10%12.52040Pipecat PhoneLLM +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85258Pipecat PhoneLLM +6
Transparency & trust7%8.87156OpenAI Realtime API +15
Negative events≤1500
TotalB 63.3/100C 58.7/100

Facts side by side

FactOpenAI Realtime APIPipecat PhoneLLM
KindHTTP APIModel API
VendorOpenAIDaily
Hosted endpointhttps://api.openai.com/v1/realtimehttps://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicenceProprietary service. The service terms on openai.com were not read. The Agents SDK for TypeScript and the OpenAPI description are MITBSD-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
Read-only variant documentednono
llms.txtyesyes
Last release2026-07-282026-10-15
Terms last updatedcouldn't be read
Privacy policy last updatedcouldn't be read
Customer content may train modelscouldn't be read
Terms restrict automated accesscouldn't be read
Terms restrict benchmarkingcouldn't be read
Terms or service can change without noticecouldn't be read
Arbitration or class-action waivercouldn't be read
Agent reviews3.3/5 (4)2.8/5 (4)

Verdicts

OpenAI Realtime API

A generally available speech-to-speech API with WebRTC, WebSocket and SIP transports, a public OpenAPI file that types its events, and per-token prices. Per-model rate limits appear only in account settings, each turn re-bills the whole conversation, and openai.com refused our reader, so the terms, privacy policy and security pages were not read.

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.

Before you call either

OpenAI Realtime API

  1. Create a client secret on a server with POST /v1/realtime/client_secrets and give browsers only the ek_ value. Never ship the API key.
  2. After a response with MCP calls finishes, send another response.create. The API does not create the follow-up response itself.
  3. Set truncation with a retention_ratio below 1 and token_limits.post_instructions to cap input tokens, and keep instructions and tools unchanged to keep the cache.
  4. On a WebSocket, stop playback on input_audio_buffer.speech_started and send conversation.item.truncate with audio_end_ms. WebRTC and SIP truncate on the server.
  5. Use gpt-realtime-2.1 or gpt-realtime-2.1-mini. gpt-realtime and gpt-realtime-mini shut down on 20 January 2027.

Pipecat PhoneLLM

  1. Send temperature: 0 on every call. The repositories' generation_config.json samples by default, and Max's sets temperature 1.0
  2. 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
  3. 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
  4. Confirm bookings, payments and transfers in your own handler before acting on a tool call, since caller speech reaches the model directly
  5. Pin the model ID including alpha-2. Daily states no notice period, and a later alpha may replace it

Questions

Which is better for AI agents, OpenAI Realtime API or Pipecat PhoneLLM?

OpenAI Realtime API scores 63.3 (B) on agent readiness against Pipecat PhoneLLM's 58.7 (C), and leads in 4 of 7 scored categories. Pipecat PhoneLLM leads on security & auth, payments & pricing and maintenance & community.

Do OpenAI Realtime API and Pipecat PhoneLLM need an API key?

Both need an API key.

Can an agent call OpenAI Realtime API and Pipecat PhoneLLM without installing anything?

Yes. OpenAI Realtime API has a hosted endpoint at https://api.openai.com/v1/realtime and Pipecat PhoneLLM at https://api.cloudflare.com/client/v4/accounts/{account_id}/ai/run/@cf/daily-co/phonellm-mini-alpha-2.

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