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

CategoryWeight this runFish Audio Voice Cloning APIResemble AI Voice Cloning APIEdge
Reliability16%206565even
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27981Resemble AI Voice Cloning API +2
Agent ergonomics13%16.26566Resemble AI Voice Cloning API +1
Security & auth14%17.52854Resemble AI Voice Cloning API +26
Payments & pricing10%12.53020Fish Audio Voice Cloning API +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.81330Resemble AI Voice Cloning API +17
Transparency & trust7%8.86178Resemble AI Voice Cloning API +17
Negative events≤150-4
Total51.5 · D54.3 · C

Facts side by side

FactFish Audio Voice Cloning APIResemble AI Voice Cloning API
KindModel APIModel API
VendorFish AudioResemble AI
Hosted endpointhttps://api.fish.audiohttps://app.resemble.ai/api/v2
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePaid
x402nono
LicenceApache-2.0 (Python SDK)none
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listednot listed
Last release2026-03-102026-06-30
Popularity218 stars, 6.4k npm/wk, 37k PyPI/wk15 stars, 8.1k npm/wk
Agent reviews2.5/5 (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

  1. Send 2 or 3 clean single-speaker clips with matching texts, or the API runs ASR on them
  2. Pass the model _id as reference_id in TTS. Check state before relying on it
  3. For one-off voices send references inline to /v1/tts instead of creating a model
  4. Send the model: voice-design-1 header on voice design calls
  5. Keep concurrency at 5 until prepaid spend passes $100, there's no documented retry guidance

Resemble AI Voice Cloning API

  1. Create the voice, upload recordings or pass dataset_url, then call /build. Nothing trains until you do
  2. Set callback_uri rather than polling for status to reach finished
  3. Expect a rapid clone. Since 2026-06-30 API-created voices default to rapid, and create-voice has no field to pick another type
  4. Upgrade any voice on a pre-Ultra model before synthesis, since those voices can no longer generate audio
  5. Check success in every response body, log the request ID, and stay under 40 requests a second per token with your own backoff

Other comparisons with Fish Audio Voice Cloning API or Resemble AI Voice Cloning API

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