Hailo-8L for Edge AI — Specs, Sizing & Deployment Fit
Last updated: August 2026
The budget entry to dedicated inference: 13 TOPS at about a watt and a half, sold most visibly as the ~$70 Raspberry Pi AI Kit.
Planning Takeaway
The budget entry to dedicated inference: 13 TOPS at about a watt and a half, sold most visibly as the ~$70 Raspberry Pi AI Kit. Plenty for a handful of cameras at typical detect rates; step up to the Hailo-8 or 10H when stream count or model size grows.
Specifications
| Spec | Value |
|---|---|
| Compute | 13 TOPS (dataflow architecture) |
| Power | 1–1.5 W |
| Est. planning capacity | ~2 concurrent 1080p detection streams (host-dependent) |
| Cooling | Passive |
| Form factor | M.2 module (host required; commonly paired with Raspberry Pi 5) |
| Runtimes / precisions | HailoRT / Hailo SDK · INT8 |
| Indicative price | ~$70 (as the Raspberry Pi AI Kit, as of mid-2026) |
Sizing Fit
The cleanest first-party AI path on a Raspberry Pi 5, and a fit for one-to-three camera Frigate or doorbell-class detection at minimal power.
- Hailo-8 vs 8L vs 10H: the family decision framework — Comparison
- Best hardware for Frigate NVR — Guide
- Edge AI starter kits compared — Guide
Decision Framework
Choose the Hailo-8L if:
- You run 1–3 cameras on a Pi 5 or small host and want dedicated detection for ~$70.
- Sub-2 W power budgets matter (PoE-splitter or battery-adjacent designs).
- Frigate is the application — the 0.17 image bundles the Hailo driver and picks a default model.
Choose a sibling instead if:
- Hailo-8 — double the TOPS and 4-stream headroom for ~$200.
- Google Coral Edge TPU — legacy TFLite pipelines only — note Coral’s ecosystem is winding down.
- Jetson Orin Nano Super — you outgrow fixed-function detection and need a full computer (~$399).
Frequently Asked Questions
How much does the Hailo-8L cost?
About ~$70 as the Raspberry Pi AI Kit (as of mid-2026), which is the most common way to buy it. That price is for the accelerator path only — the Pi or other host is separate.
How many cameras can a Hailo-8L handle in Frigate?
Community deployments comfortably cover several cameras at typical detect rates, with YOLO-class inference around 10–13 ms. EdgeAIStack’s conservative planning figure is ~2 concurrent full-rate 1080p detection streams; light detect-rate duty cycles stretch further.
Hailo-8L vs Hailo-8 — is the upgrade worth ~$130 more?
If you are near the 8L’s limits (more cameras, heavier models, tighter latency), yes — the Hailo-8 roughly halves inference time and doubles compute. For 1–3 cameras at standard detect rates the 8L is enough.