gpubox.ai

Comparison

GPUBox vs OpenAI

If you're already using the OpenAI SDK, the migration is one URL. Same client libraries, same JSON shapes, same streaming. Set base_url = "https://api.gpubox.ai/v1" and your existing code keeps working.

The honest tradeoff: GPUBox doesn't match OpenAI on frontier capability. Qwen2.5-32B is strong, but it's not o1 or GPT-4o. GPUBox wins on price, on UK data residency, and on transparency (one blended rate, audit log retained, no surprise model swaps). It loses on capability ceiling, on image generation, and on the breadth of tools OpenAI has shipped.

API surface

GPUBox

OpenAI-compatible /v1/chat/completions, /v1/audio/transcriptions, /v1/embeddings.

OpenAI

The reference implementation. Hundreds of endpoints across chat, audio, embeddings, images, fine-tuning, assistants, batch, files.

SDK migration cost

GPUBox

Change one URL: base_url = 'https://api.gpubox.ai/v1'. Every official OpenAI SDK works unmodified.

OpenAI

Hosting jurisdiction

GPUBox

United Kingdom. UK-incorporated company (Mobile Paradigm Consultancy Ltd). UK VAT.

OpenAI

United States primarily, with EU regions for Enterprise. Standard US-counterparty terms.

Frontier capability

GPUBox

Qwen2.5-32B-Instruct on chat. Strong, but not GPT-4o / o1 / GPT-5 class. Whisper-large-v3-turbo is the current SOTA on transcription.

OpenAI

GPT-4o, o1, o3, GPT-4.1, frontier reasoning. The capability ceiling. Image generation. Realtime API.

Pricing — chat

GPUBox

£1.00 per 1M tokens, blended (input + output same rate).

OpenAI

Tiered. GPT-4o: $2.50 input / $10 output per 1M. GPT-4.1: $2 / $8. o1: $15 / $60. Cheaper minis at $0.15-$0.60.

Pricing — audio (Whisper)

GPUBox

£0.005 per audio minute.

OpenAI

$0.006 per audio minute.

Currency

GPUBox

GBP. VAT-compliant invoicing for UK and EU B2B (reverse-charge supported).

OpenAI

USD. Tax handled per OpenAI's tax setup.

Streaming + tools

GPUBox

Streaming SSE, JSON mode, function calling — all OpenAI-compatible.

OpenAI

The reference implementation.

Image generation

GPUBox

Not offered.

OpenAI

DALL·E 3, gpt-image-1.

Fine-tuning

GPUBox

Not yet on the API. Roadmap (Factory product).

OpenAI

Available on GPT-4o, GPT-4o-mini, GPT-3.5. Per-token training + serving fees.

Data used to train future models

GPUBox

No. Inference data is never used to train any model. Default off, no opt-in offered.

OpenAI

Default off on API per their data usage policy. Configurable for ChatGPT.

Data residency commitment

GPUBox

Inference happens on UK-domiciled hardware operated by a UK company. Data does not leave UK jurisdiction.

OpenAI

EU residency available on Enterprise tier (zero data retention regions). Standard tier routes to US.

Audit log

GPUBox

Per-call audit log retained 30 days minimum.

OpenAI

Usage dashboard. Audit logs available on Enterprise tier.

Counterparty

GPUBox

UK Limited Company, UK VAT registered, signed UK-law DPA.

OpenAI

OpenAI, L.L.C. (Delaware) or OpenAI Ireland Ltd for EU.

Pick GPUBox if

  • Your workload is well-served by Qwen2.5-32B (most chat, most RAG, most agents).
  • UK data residency is a buyer requirement (banks, public sector, regulated).
  • Per-million pricing is half (or less) of GPT-4o equivalents.
  • You want a UK-counterparty signed DPA for procurement.
  • GBP invoicing matters for accounts payable.
  • You're transcribing audio at scale — £0.005 vs $0.006.

Pick OpenAI if

  • You need GPT-4o, o1, o3, or frontier reasoning capability.
  • You're generating images (DALL·E 3 / gpt-image-1).
  • You need fine-tuning today, not next quarter.
  • You depend on the Assistants API, Realtime API, or Batch API.
  • Your customers / stakeholders specifically require OpenAI as the underlying.

Try the drop-in for yourself.

Email us for a same-day API key. First £20 of usage is on us.