Four ways to run AI models, side by side: a Lucebox, cloud APIs, an NVIDIA DGX Spark and a Mac Studio, compared on cost, setup, speed, privacy and support.
marks the best option in each row. Lucebox has it on 6 of the 9 rows; the others win on upfront cost (Cloud API) and memory (Mac Studio).
| What | Lucebox | Cloud API | DGX Spark | Mac Studio |
|---|---|---|---|---|
| Upfront cost | $5,999 | $0 (best in this row) | $6,500 | $11,999 with 256 GB |
| Ongoing cost | Electricity only (best in this row) | Per token, forever | Electricity only (best in this row) | Electricity only (best in this row) |
| 27B decode (Qwen3.8-27B) | 61.3 tok/s (best in this row) | Varies | 36.59 tok/s (reported) | 56.4 tok/s on M5 Max (reported) |
| Setup | Plug in, pair, go (best in this row) | API key (best in this row) | Manual | Manual |
| Privacy | Fully local (best in this row) | Data leaves | Fully local (best in this row) | Fully local (best in this row) |
| Tuned engine | Lucebox engine, pre-tuned (best in this row) | n/a | Stock | Stock |
| Memory | 32 GB VRAM + up to 192 GB unified | n/a | 128 GB unified | up to 512 GB unified (best in this row) |
| Support / warranty | 1-year, parts & labor | SLA | Vendor | Apple |
| Open source | Yes (best in this row) | No | Partial | No |
Cloud APIs cost nothing upfront and scale on demand, which suits spiky or low-volume work. But the meter never stops, and your prompts and data leave your machine. For a steady workload, a one-time $5,999 Lucebox replaces the per-token bill, and nothing leaves the box.
On DeepSeek V4 Flash, Lucebox decodes at 54 tokens per second, against the 35.3 reported for a DGX Spark and the 39.35 reported for an M5 Max. On Qwen3.8-27B, one user’s long-prompt run reached 61.3, against 36.59 and 56.4 reported. The public records use their own quants and harnesses, so read them as separate results, not a controlled test. The machine pairs a Radeon AI PRO R9700 with Ryzen AI MAX+ PRO 495 unified memory and tunes the runtime to the exact silicon. Our engineering history stays public, including up to 207 tok/s in the prior CUDA reference run and 10x faster long-context prefill.
If you run local AI every day and want it fast, private and at a fixed cost, Lucebox is made for that. It starts at $5,999. Deliveries are expected in January 2027.
