Frigate runs object detection on every camera's low-res substream, and that detection - not the recording - is what needs hardware. A Google Coral or Hailo does it on about 2 watts; an Intel iGPU via OpenVINO works too but shares the chip with everything else.

So the best Frigate box is usually a low-power mini-PC plus a dedicated detector. The ranking below reflects that: boxes are scored on the cameras they can realistically detect on, pairing a detector where the built-in iGPU is not the better call.

What to look for

Coral or Hailo
The dependable detectors - tiny power draw, rock-solid in Frigate. A spare USB or M.2 slot is all they need.
Intel iGPU (OpenVINO)
A fine no-add-on option for a handful of cameras, but it competes with recording and any transcoding on the same chip.
Avoid AMD for detection
There is no solid Frigate detector path on Vega/Radeon iGPUs today. Plan on a Coral/Hailo with those boxes.
Recording is cheap
Storage throughput and CPU for writing streams is trivial next to detection - size for the detector, not the disks.

The picks right now

# Pick Fit Price
1 Beelink SER5 + Hailo Hailo-10H (M.2) Top pick
Pair with a Hailo Hailo-10H (M.2) (m2-ae) - ~48 cameras.
48 cameras
€409 Buy on Amazon
2 Minisforum MS-A1 + Hailo Hailo-10H (M.2)
Pair with a Hailo Hailo-10H (M.2) (m2-ae) - ~48 cameras.
48 cameras
~$379 Check price on Amazon
3 Beelink EQR6 + Hailo Hailo-10H (M.2)
Pair with a Hailo Hailo-10H (M.2) (m2-ae) - ~48 cameras.
48 cameras
~$399 Check price on Amazon

Ranked from curated specs, same logic as the interactive recommender and the calculator. Approximate - verify against your exact setup. Prices move; check the retailer.

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