Minimum sensible
The smallest build that genuinely works — tight, focused, no fluff.
- CPU
- 4 cores
- RAM
- 8 GB
- Storage
- 1 TB (ssd)
- GPU
- dedicated · 4 GB VRAM
- Network
- 1 GbE
Local AI object detection on camera feeds — people, vehicles, no cloud.
The smallest build that genuinely works — tight, focused, no fluff.
The sweet spot: handles the service plus the usual side-services.
Real headroom — this service will never be the bottleneck.
More than you will ever use for this service alone — spend the money elsewhere.
Overkill Beyond Comfortable — 12 cores, 32 GB RAM, 4 TB: headroom you will never use for this service alone.
Coral TPU needs no GPU at all; GPU detection needs VRAM.
No discrete GPU needed for this choice.