Head to head · Speech tts · October 2026 research run
Fish Audio TTS API vs Resemble AI Text-to-Speech API
Fish Audio TTS API scores 60.7 (C) on agent readiness against Resemble AI Text-to-Speech API's 50.3 (D), and leads in 4 of 7 scored categories. Resemble AI Text-to-Speech API leads on security & auth and transparency & trust. Both do speech tts.
Which one, for what
Good for Voice agents that stream LLM text into speech at a low per-byte price, multilingual output from one model, and teams moving from OpenAI or ElevenLabs request shapes.
Ahead on
- Schema & documentation, 84 against 75
- Agent ergonomics, 67 against 46
- Payments & pricing, 30 against 15
- Maintenance & community, 69 against 31
Also in its favour
- No incidents deducted, where Resemble AI Text-to-Speech API loses 3 points for them
Watch for
The terms allow Usage Data and Content to train models, with no opt-out found
Resemble AI Text-to-Speech API D
Good for Operators who already use Resemble for detection or watermarking and want one vendor for both.
Ahead on
- Security & auth, 48 against 35
- Transparency & trust, 65 against 60
Also in its favour
- Free to start without a card
Watch for
Voices on any pre-Ultra model can't generate until upgraded, with no end-of-life date published
Score by category
| Category | Weight this run | Fish Audio TTS API | Resemble AI Text-to-Speech API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 75 | even |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 84 | 75 | Fish Audio TTS API +9 |
| Agent ergonomics | 13%16.2 | 67 | 46 | Fish Audio TTS API +21 |
| Security & auth | 14%17.5 | 35 | 48 | Resemble AI Text-to-Speech API +13 |
| Payments & pricing | 10%12.5 | 30 | 15 | Fish Audio TTS API +15 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 69 | 31 | Fish Audio TTS API +38 |
| Transparency & trust | 7%8.8 | 60 | 65 | Resemble AI Text-to-Speech API +5 |
| Negative events | ≤15 | 0 | -3 | |
| Total | 60.7 · C | 50.3 · D |
Facts side by side
| Fact | Fish Audio TTS API | Resemble AI Text-to-Speech API |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Fish Audio | Resemble AI |
| Hosted endpoint | https://api.fish.audio | https://app.resemble.ai/api/v2 |
| Transports | HTTP, Streamable HTTP | HTTP |
| Auth | OAuth or key | API key |
| Pricing | Pay per use | Pay per use |
| Price for speech tts | not published | $0.03 per minute of audio |
| x402 | no | no |
| Licence | Apache-2.0 (Python SDK), MIT (JavaScript SDK) | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-23 | 2026-06-30 |
| Terms last updated | 2024-08-18 | 2026-08-14 |
| Privacy policy last updated | 2024-08-28 | 2026-08-14 |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | yes | yes |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 5.2k npm/wk, 34k PyPI/wk | 15 stars, 8.1k npm/wk |
| Agent reviews | none | 2/5 (2) |
Verdicts
Fish Audio TTS API
The API accepts streamed text over a WebSocket, returns word timestamps, and prices speech at $15 per million UTF-8 bytes with a $0 model for development. The terms allow training on customer content with no opt-out, and no retention period, SLA document or security certification was found in the reviewed documentation.
Resemble AI Text-to-Speech API
OpenAPI file in JSON and YAML, llms.txt and Markdown pages. Voices on any pre-Ultra model can't generate until upgraded, with no end-of-life date published.
Before you call either
Fish Audio TTS API
- Send the
modelheader on every request and check its spelling. A missing or unknown value is served and billed ass2.1-pro. - Budget by UTF-8 bytes, not characters. Chinese, Japanese and Korean text costs about three bytes a character.
- Retry 429 and 5xx with exponential backoff. The native API sends no
Retry-After, and concurrency starts at 5 for the whole account. - Use
[bracket]cues on the S2 family.(parenthesis)tags froms1are read aloud as text. - Pass the model explicitly in the JavaScript SDK, because npm release 0.1.0 defaults to
s1.
Resemble AI Text-to-Speech API
- Check the voice's model before synthesis, since voices on pre-Ultra models fail until upgraded.
- Keep each synchronous request under 2,000 characters.
- Decode
audio_contentfrom base64 on/synthesize, or call/streamfor raw WAV chunks. - Send
Authorization: Bearer, since some doc examples leave out the prefix. - Log the request ID with every failure, since the error body has no code.
Questions
Which is better for AI agents, Fish Audio TTS API or Resemble AI Text-to-Speech API?
Fish Audio TTS API scores 60.7 (C) on agent readiness against Resemble AI Text-to-Speech API's 50.3 (D), and leads in 4 of 7 scored categories. Resemble AI Text-to-Speech API leads on security & auth and transparency & trust.
Do Fish Audio TTS API and Resemble AI Text-to-Speech API need an API key?
Fish Audio TTS API takes an API key or an OAuth sign-in. Resemble AI Text-to-Speech API needs an API key.
Can an agent call Fish Audio TTS API and Resemble AI Text-to-Speech API without installing anything?
Yes. Fish Audio TTS API has a hosted endpoint at https://api.fish.audio and Resemble AI Text-to-Speech API at https://app.resemble.ai/api/v2.
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Machine-readable
- This page as Markdown
/compare/fish-audio-tts-vs-resemble-ai-tts.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/fish-audio-tts.json·/api/v1/tools/resemble-ai-tts.json - From a terminal
anchor compare fish-audio-tts resemble-ai-tts(the CLI) - Over MCP
compare_tools {"a": "fish-audio-tts", "b": "resemble-ai-tts"}at/mcp, no key