8.8Strong
GPUs
24GB local inference workstation
A practical local AI box, not a cloud replacement.
Buy for iteration control; rent when concurrency becomes the workload.
- VRAM headroom
- Good
- Noise
- Manageable
- Production fit
- Limited
- VRAM class
- 24GB
- Best model fit
- Small to mid local models
- Power profile
- Workstation outlet
The appeal is iteration speed: private prompts, quick quantization checks, and prototype runs without waiting on hosted queues. It stops making sense when teams pretend it will handle every production path. Power, heat, and VRAM ceilings show up fast once context windows and concurrent users grow.
Fast private iterationPredictable dev costGood small-model tuning loop
- Watch
- The economics fall apart if it sits idle or gets pushed into server duty.
- Best for
- Model tinkering, privacy-sensitive prototypes, eval runs, and developer labs.