Migrate from DeepInfra to Dedicated GPU: Savings Calculator
How much can you save by moving from DeepInfra (Inference API) to a dedicated GPU server?
Projected Savings
DeepInfra positions itself as the budget-friendly inference API — and they deliver on that promise with some of the lowest per-token rates in the market. Yet even against the cheapest API provider, a dedicated GPU breaks even quickly for teams processing tokens every day. At £160/month DeepInfra spend:
- £41/month (26% reduction) on the recommended RTX 5060 Ti tier (£119/mo)
- £492/year in total savings
Savings by Current DeepInfra Spend
| Current DeepInfra Spend | GigaGPU Tier | GigaGPU Cost | Monthly Savings | Annual Savings |
|---|---|---|---|---|
| £100/mo | RTX 3050 (entry) | £79/mo | £21/mo | £252/yr |
| £100/mo | RTX 5060 Ti (recommended) | £119/mo | -£19/mo (below break-even) | -£228/yr |
| £250/mo | RTX 3050 (entry) | £79/mo | £171/mo | £2,052/yr |
| £250/mo | RTX 5060 Ti (recommended) | £119/mo | £131/mo | £1,572/yr |
| £500/mo | RTX 3050 (entry) | £79/mo | £421/mo | £5,052/yr |
| £500/mo | RTX 5060 Ti (recommended) | £119/mo | £381/mo | £4,572/yr |
| £1,000/mo | RTX 3050 (entry) | £79/mo | £921/mo | £11,052/yr |
| £1,000/mo | RTX 5060 Ti (recommended) | £119/mo | £881/mo | £10,572/yr |
| £2,500/mo | RTX 3050 (entry) | £79/mo | £2,421/mo | £29,052/yr |
| £2,500/mo | RTX 5060 Ti (recommended) | £119/mo | £2,381/mo | £28,572/yr |
| £5,000/mo | RTX 3050 (entry) | £79/mo | £4,921/mo | £59,052/yr |
| £5,000/mo | RTX 5060 Ti (recommended) | £119/mo | £4,881/mo | £58,572/yr |
GigaGPU pricing is fixed monthly. No per-token, per-image, or per-request fees.
Beating the Budget API Provider
DeepInfra offers some of the lowest per-token API rates in the market. That makes them hard to beat at low volumes. But the mathematics of fixed vs. variable pricing are universal: once your daily usage is consistent, a flat monthly fee always wins. Even against DeepInfra’s aggressive pricing, a dedicated GPU breaks even at surprisingly modest volumes and saves increasingly more as usage grows.
Even Cheaper Than Budget API Pricing
- Dedicated hardware: A full GigaGPU server exclusively for your workloads — choose RTX 3050 (£79/mo entry) or RTX 5060 Ti (£119/mo recommended). No sharing, no noisy neighbours.
- Recommended alternative: LLaMA 3 8B / DeepSeek 7B delivers comparable quality to Inference API for most production use cases.
- Fixed pricing: From £79/month (RTX 3050) or £119/month (RTX 5060 Ti) 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.
Simple Transition
- Audit current usage: Export your DeepInfra usage data — calculate your average daily token volume to confirm the breakeven point.
- Select your GPU server: Based on your throughput needs, choose from GigaGPU dedicated plans starting at £79/month (RTX 3050) — most teams pick the £119/month RTX 5060 Ti.
- Deploy your model: GigaGPU servers come with CUDA, Docker, and inference frameworks pre-installed. Deploy LLaMA 3 8B / DeepSeek 7B in under 15 minutes.
- Update API endpoints: DeepInfra uses an OpenAI-compatible API. Change the base URL and key — your code stays the same.
- Run parallel testing: Run both DeepInfra 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 DeepInfra subscription.
API Compatibility
DeepInfra supports OpenAI-compatible API endpoints. GigaGPU servers provide the same format via vLLM or TGI. Migration is a configuration change — swap the URL and authentication, keep everything else identical.
Beat Budget Pricing with Fixed Pricing
Undercut even DeepInfra. Get a dedicated GigaGPU server from £79/month (RTX 3050) or £119/month (RTX 5060 Ti, recommended) and eliminate per-token billing entirely.
