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Voice AI

From ElevenLabs to VoiceStudio: Migrating to Open Source Voice Cloning

A migration guide from ElevenLabs to VoiceStudio — cost comparison, feature mapping, local deployment, and how to move your voice cloning workflow on-premises.

Why Migrate from ElevenLabs to VoiceStudio?

ElevenLabs is the market leader in cloud voice AI, but it comes with tradeoffs:

  • Subscription pricing — monthly credits, no ownership
  • Audio uploaded — your voice data lives on their servers
  • Closed source — no visibility into how models process your audio
  • Vendor lock-in — difficult to migrate voices and settings elsewhere

VoiceStudio flips this model: local-first, open source (AGPL-3.0), one-time purchase option, and your audio never leaves your machine.

Feature Mapping: ElevenLabs → VoiceStudio

ElevenLabs Feature VoiceStudio Equivalent Status
Voice cloning (instant) Voice Clone — 3-second sample ✅ Parity
Voice design Voice Design — describe and generate ✅ Parity
Video dubbing Video Dubbing — 646 languages ✅ Parity
Voice library Voice Gallery — ready-made voices ✅ Parity
Text-to-speech API Local API — programmatic access ✅ Parity
Dubbing Studio Studio — multi-voice projects ✅ Parity
Projects Projects — organize voice work ✅ Parity
Cloud hosting Local or optional Cloud (early access) ⚠️ Different model
Enterprise SOC2 Self-hosted — you control compliance ✅ Better

Cost Comparison

  ElevenLabs VoiceStudio OSS VoiceStudio Pro
Pricing model Monthly credits Free $99/yr or $299 once
Voice cloning Per-character pricing Free Free (included)
Commercial use Paid plans AGPL-3.0 Included
API calls Per-call credits Local API (free) Local API (free)
Audio storage Their cloud Your machine Your machine
Subscription Required No Optional

For a team doing significant voice work, VoiceStudio Pro breaks even in 3–6 months compared to ElevenLabs subscription credits.

Migration Checklist

1. Export Your ElevenLabs Voices

Before cancelling ElevenLabs, download any voice samples or cloned voices you own:

  • Clone original audio samples locally
  • Note voice settings (stability, clarity, similarity)
  • Save generated audio files you want to keep

2. Install VoiceStudio Locally

# Windows (PowerShell)
powershell -ep bypass -c "irm https://voicestudio.sh/install.ps1|iex"

# macOS (Apple Silicon or Intel)
# Download .dmg from voicestudio.sh

# Linux (.deb)
wget https://voicestudio.sh/download/voicestudio-linux.deb
sudo dpkg -i voicestudio-linux.deb

# Docker
docker pull ghcr.io/debpalash/voicestudio:latest
docker run -d -p 7860:7860 ghcr.io/debpalash/voicestudio:latest
Start with Docker for the fastest evaluation, then move to native for daily use.

3. Re-create Voice Clones

VoiceStudio’s voice clone works from a 3-second audio sample:

  1. Upload your original audio samples
  2. Use Voice Clone to create new voice profiles
  3. Compare output quality against ElevenLabs
  4. Fine-tune with Voice Design descriptions

4. Re-build Dubbing Projects

Move your video dubbing workflow:

  1. Import video files into VoiceStudio Studio
  2. Select target languages (646 available)
  3. Assign voices from your Voice Gallery
  4. Generate dubbed output with preserved timing

5. Update API Integrations

If you use ElevenLabs API in applications:

  • Point to VoiceStudio Local API instead
  • Update authentication (local, no API key needed)
  • Test response latency (local = faster)
  • Update billing (no more credits)

Side-by-Side: ElevenLabs vs VoiceStudio

Capability ElevenLabs Cloud VoiceStudio OSS VoiceStudio Pro
Deployment Cloud (their servers) Local (your machine) Local (your machine)
Source code Closed AGPL-3.0 AGPL-3.0 + commercial seat
Voice cloning ✅ ✅ ✅
Video dubbing ✅ ✅ ✅
Languages 29 646 646
Commercial license Paid plans AGPL-3.0 Included
Audio privacy Uploaded Stays local Stays local
Ongoing cost Monthly credits $0 $99/yr or $299 once

What You Gain

Benefit Description
Cost predictability No surprise credit bills
Data sovereignty Your voice data never leaves your network
Offline capability Work without internet (native installs)
No vendor lock-in Open source, forkable, self-hostable
646 languages More language coverage than ElevenLabs

What You Trade

Trade-off Description
Hardware requirements Need capable local machine (GPU recommended)
Setup time Initial installation and configuration
Maintenance You manage updates and backups
Cloud convenience No managed hosting (unless you choose Pro Cloud)

The Bottom Line

If you’re paying ElevenLabs monthly for voice cloning, dubbing, or TTS, VoiceStudio is likely cheaper over time and more private. The migration is straightforward: export your samples, install locally, and re-create your voice workflows on your own hardware.

Not directly — ElevenLabs doesn't export voice models. You'll need original audio samples to re-clone voices in VoiceStudio using the 3-second Voice Clone feature.

VoiceStudio uses modern open-weight voice models. Quality is comparable for most use cases, though ElevenLabs may still lead in emotional range and ultra-low latency streaming.

Pro Cloud is VoiceStudio's hosted option (early access). It gives you managed infrastructure without self-hosting, while still keeping the open-source core.