Migrate from Fireworks to Dedicated GPU: Savings Calculator
How much can you save by moving from Fireworks (Inference API) to a dedicated GPU server?
Projected Savings
Fireworks AI offers competitive per-token pricing with solid inference speed. But per-token billing, no matter how cheap, always loses to fixed pricing at sustained volume. Once you cross roughly 50M tokens/month, the crossover point tips decisively toward dedicated hardware. At £180/month:
- £111/month (62% reduction)
- £1,332/year in total savings
Savings by Current Fireworks Spend
| Current Fireworks Spend | GigaGPU RTX 4060 Ti Cost | Monthly Savings | Annual Savings |
|---|---|---|---|
| £100/mo | £69/mo | £31/mo | £372/yr |
| £250/mo | £69/mo | £181/mo | £2,172/yr |
| £500/mo | £69/mo | £431/mo | £5,172/yr |
| £1000/mo | £69/mo | £931/mo | £11,172/yr |
| £2500/mo | £69/mo | £2431/mo | £29,172/yr |
| £5000/mo | £69/mo | £4931/mo | £59,172/yr |
GigaGPU pricing is fixed monthly. No per-token, per-image, or per-request fees.
Where the Volume Crossover Happens
Fireworks AI provides fast inference with per-token pricing that undercuts many competitors. At volumes above 50M tokens/month, a dedicated GPU delivers the same models at a lower effective per-token cost. Below that threshold, Fireworks may still be more economical. Check your usage dashboard to determine which side of the crossover you fall on.
Fixed-Cost Alternative
- Dedicated hardware: A full RTX 4060 Ti server exclusively for your workloads. No sharing, no noisy neighbours.
- Recommended alternative: LLaMA 3 8B / Mistral 7B delivers comparable quality to Inference API for most production use cases.
- Fixed pricing: £69/month regardless of how many tokens, images, or requests you process.
- Full control: SSH access, custom model deployment, fine-tuning capability, no vendor lock-in.
- Data sovereignty: Your data stays on your server. No third-party data processing or logging.
Straightforward Migration Path
- Audit current usage: Export your Fireworks usage data — confirm your monthly token volume exceeds the crossover threshold.
- Select your GPU server: Based on your throughput needs, choose from GigaGPU dedicated plans starting at £69/month.
- Deploy your model: GigaGPU servers come with CUDA, Docker, and inference frameworks pre-installed. Deploy LLaMA 3 8B / Mistral 7B in under 15 minutes.
- Update API endpoints: Fireworks uses an OpenAI-compatible API. Change the base URL and key to point to your GigaGPU server.
- Run parallel testing: Run both Fireworks and your self-hosted model in parallel for 1-2 weeks to validate quality and performance.
- Cut over: Once validated, switch fully to your dedicated server and cancel your Fireworks subscription.
API Compatibility
Fireworks uses OpenAI-compatible API endpoints. GigaGPU servers support the same format natively via vLLM or TGI. Migration is a URL and key swap — your prompts, parameters, and application code remain unchanged.
Cross the Threshold to Fixed Pricing
Stop paying per-token to Fireworks. Get a dedicated RTX 4060 Ti server for £69/month with unlimited throughput.
