Migrate from ElevenLabs to Dedicated GPU: Savings Calculator
How much can you save by moving from ElevenLabs (TTS API) to a dedicated GPU server?
Projected Savings
ElevenLabs produces some of the best synthetic voices available — but their per-character pricing means your bill climbs with every sentence. If your TTS volume has outgrown subscription tiers, dedicated hardware changes the equation. At £400/month ElevenLabs spend:
- £291/month (73% reduction)
- £3,492/year in total savings
Savings by Current ElevenLabs Spend
| Current ElevenLabs Spend | GigaGPU RTX 5080 Cost | Monthly Savings | Annual Savings |
|---|---|---|---|
| £100/mo | £109/mo | API cheaper at this spend | — |
| £250/mo | £109/mo | £141/mo | £1,692/yr |
| £500/mo | £109/mo | £391/mo | £4,692/yr |
| £1000/mo | £109/mo | £891/mo | £10,692/yr |
| £2500/mo | £109/mo | £2391/mo | £28,692/yr |
| £5000/mo | £109/mo | £4891/mo | £58,692/yr |
GigaGPU pricing is fixed monthly. No per-token, per-image, or per-request fees.
The Voice Quality vs. Cost Trade-Off
ElevenLabs charges per character with costs that compound quickly at scale. The honest trade-off: ElevenLabs voices sound exceptional. Open-source TTS models like XTTS v2 have closed the quality gap significantly, but ElevenLabs still leads on naturalness for English-language content. The question is whether that quality margin justifies 4-5x the cost at production volumes.
The Self-Hosted Voice Stack
- Dedicated hardware: A full RTX 5080 server exclusively for your workloads. No sharing, no noisy neighbours.
- Recommended alternative: XTTS v2 / StyleTTS2 delivers comparable quality to TTS API for most production use cases.
- Fixed pricing: £109/month regardless of how many tokens, images, or requests you process.
- Full control: SSH access, custom voice cloning, fine-tuning on your brand voice, no vendor lock-in.
- Data sovereignty: Your data stays on your server. No third-party data processing or logging.
How to Transition Your Voice Pipeline
- Audit current usage: Export your ElevenLabs usage data — note which voices, languages, and character volumes you use most.
- Select your GPU server: Based on your throughput needs, choose from GigaGPU dedicated plans starting at £109/month.
- Clone your voices: Use XTTS v2 to create custom voices from reference audio samples. GigaGPU servers come pre-configured for immediate deployment.
- Build your API wrapper: ElevenLabs uses a proprietary API format. Create a thin wrapper to translate requests to your self-hosted TTS endpoint.
- Run parallel testing: Run both ElevenLabs and your self-hosted model in parallel for 1-2 weeks, comparing voice quality with your users.
- Cut over: Once validated, switch fully to your dedicated server and cancel your ElevenLabs subscription.
Voice Migration Considerations
ElevenLabs’ proprietary voices cannot be exported. You will need to create new custom voices using open-source TTS models with reference audio samples. Plan for a voice evaluation period where you compare self-hosted voice quality against ElevenLabs output for your specific use case. The GigaGPU ElevenLabs alternative guide covers this process in detail.
Own Your Voice Infrastructure
Stop paying per-character to ElevenLabs. Get a dedicated RTX 5080 server for £109/month with unlimited voice generation.