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Local AI on a €2,960 Box - Executive Briefing
One page for a decision-maker. Every figure is measured; the full evidence and raw data are in the canonical report. © 2026 Alastair McDermott / HumanSpark - CC BY 4.0.
The one-line version
A mini-PC the size of a large hardback book runs capable AI entirely in your office - no data leaves the building - fast enough for everyday work and hundreds of times cheaper per word than a top cloud AI.
What it does, in numbers
| Capability | Measured result | In plain terms |
|---|---|---|
| Everyday chat | ~93 tokens/sec | Faster than you can read |
| Meeting transcription | 28× real-time | A 1-hour meeting → transcript in ~2 min |
| Document Q&A | 75 KB doc, correct sourced answers | Ask your own files, answered offline |
| Text-to-speech | 26.6× real-time | 10 min of narration in ~23 sec |
| Images | ~10-50 sec each | Blog/marketing illustration, on the box |
| Running cost | €0.04-0.09 per 1M words | vs ~€26 for a top cloud AI - hundreds of times cheaper |
Who it's for
- Confidentiality-bound firms (solicitors, accountants, financial/HR advisers, therapists) who cannot send client data to cloud AI. For them the comparison isn't cost - it's "AI at all, or none."
- Data-sovereignty buyers who want GDPR peace of mind.
- High-volume users (bulk transcription, overnight document processing) where cloud metering adds up.
- Small teams - several people using AI through the day. One box serves a small team well: because it processes requests together (batching), extra concurrent users cost almost nothing in energy and total throughput rises. Sporadic and queued, non-real-time work stretches it furthest.
Who it's not for (the limits)
- Many users all demanding peak speed at the same instant - one box comfortably covers a small team's everyday and sporadic use; a high-load, always-on service for lots of simultaneous heavy users is where you add boxes.
- Anyone wanting the hardest frontier reasoning on every query - keep a cloud option for the rare hardest cases.
- Plug-and-play buyers - initial setup needs someone technical today.
The cost picture
- ~€2,960 once, plus a few euros of electricity a month. Fixed, no matter how much you use it.
- A top cloud AI (gpt-5.5) costs ~€26 per million output words - ~285-730× more per word, metered forever.
- On everyday tasks the local models matched the top cloud model in our test; on the hardest reasoning, cloud still leads (and we didn't test that).
Why you can trust this
Predictions were written down before each test (misses published as findings); every model was checksum-verified against its source; all raw data is published. We state plainly what we did not test.
Next step
A 25-minute call on whether this fits your specific practice - no obligation. Book a call →