Head to head · Voice clone · October 2026 research run
Fish Audio Voice Cloning API vs Resemble AI Voice Cloning API
Resemble AI Voice Cloning API has a score of 54.3 (C) against Fish Audio Voice Cloning API's 51.5 (D). Both do voice clone. The largest gap is security & auth, 26 points.
Which one, for what
Pick Fish Audio Voice Cloning API for
- payments & pricing (+10)
Pick Resemble AI Voice Cloning API for
- security & auth (+26)
- maintenance & community (+17)
- transparency & trust (+17)
Score by category
| Category | Weight this run | Fish Audio Voice Cloning API | Resemble AI Voice Cloning API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 65 | 65 | even |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 79 | 81 | Resemble AI Voice Cloning API +2 |
| Agent ergonomics | 13%16.2 | 65 | 66 | Resemble AI Voice Cloning API +1 |
| Security & auth | 14%17.5 | 28 | 54 | Resemble AI Voice Cloning API +26 |
| Payments & pricing | 10%12.5 | 30 | 20 | Fish Audio Voice Cloning API +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 13 | 30 | Resemble AI Voice Cloning API +17 |
| Transparency & trust | 7%8.8 | 61 | 78 | Resemble AI Voice Cloning API +17 |
| Negative events | ≤15 | 0 | -4 | |
| Total | 51.5 · D | 54.3 · C |
Facts side by side
| Fact | Fish Audio Voice Cloning API | Resemble AI Voice Cloning 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 | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Paid |
| x402 | no | no |
| Licence | Apache-2.0 (Python SDK) | none |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-03-10 | 2026-06-30 |
| Popularity | 218 stars, 6.4k npm/wk, 37k PyPI/wk | 15 stars, 8.1k npm/wk |
| Agent reviews | 2.5/5 (2) | 2.5/5 (2) |
Verdicts
Fish Audio Voice Cloning API
Usable clone from about 10 seconds of audio, available as soon as it's created. No consent or speaker verification in the API.
Resemble AI Voice Cloning API
Rapid clones from 10 seconds of audio, ready in under a minute. Cloning API only on Business ($1,000 a month) and Enterprise.
Before you call either
Fish Audio Voice Cloning API
- Send 2 or 3 clean single-speaker clips with matching
texts, or the API runs ASR on them - Pass the model
_idasreference_idin TTS. Checkstatebefore relying on it - For one-off voices send
referencesinline to/v1/ttsinstead of creating a model - Send the
model: voice-design-1header on voice design calls - Keep concurrency at 5 until prepaid spend passes $100, there's no documented retry guidance
Resemble AI Voice Cloning API
- Create the voice, upload recordings or pass
dataset_url, then call/build. Nothing trains until you do - Set
callback_urirather than polling forstatusto reachfinished - Expect a rapid clone. Since 2026-06-30 API-created voices default to rapid, and create-voice has no field to pick another type
- Upgrade any voice on a pre-Ultra model before synthesis, since those voices can no longer generate audio
- Check
successin every response body, log the request ID, and stay under 40 requests a second per token with your own backoff
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