Conversion GemsConversion Gems
Hailo AI logo
Reviewed · Updated 2026-06-19

Hailo AI

An edge AI processor technology that enables high-performance AI computing on edge devices with low power consumption.

Reviewed by the Conversion Gems editorial team ·
Try Hailo
Pricing
Freemium
Best for
Hailo AI is designed for hardware manufacturers, embedded systems developers, IoT companies, automotive manufacturers, and enterprises developing AI-powered edge devices and systems
Category
Developer & Technical
The bottom line

The go-to edge AI chip for teams shipping real products that need on-device inference without cloud dependency.

7.3
Our score
7.3 / 10
Conversion Gems editorial verdict
Dev modules from ~$70; OEM/volume pricing on request
Features9/10
9 - industry-leading TOPS/watt across entry (Hailo-8L 13 TOPS) to genAI (Hailo-10H 40 TOPS); comprehensive form-factor coverage; free software suite.
Value7/10
7 - developer entry via Raspberry Pi HAT+ is affordable (~$70–$130); OEM pricing opaque but competitive versus NVIDIA Jetson at similar tier.
Ease of use5/10
5 - Raspberry Pi integration eases hobbyist onboarding, but production use requires embedded expertise, Dataflow Compiler model porting, and BSP integration.
Ecosystem8/10
8 - broad OEM partnerships (ASUS, Raspberry Pi, Advantech, Firefly), growing Model Zoo, active developer community, multiple form factors (M.2, mPCIe, PCIe card).
Support6/10
6 - free developer community and documentation; dedicated enterprise support exists but is relationship-based with no public SLA details.
What it really is

Hailo — edge AI semiconductor company making high-performance, low-power AI inference chips.

Our take

Hailo is a hardware company, not a SaaS tool — the DB mislabels it as 'freemium,' but Hailo sells physical AI accelerator chips and modules (Hailo-8, Hailo-8L, Hailo-10H, Hailo-15) to OEMs, system integrators, and embedded developers through B2B and distributor channels. Its software stack (HailoRT runtime, Dataflow Compiler, Model Zoo) is free for registered developers, but the value is entirely in the silicon: industry-leading TOPS-per-watt for edge inference. Raspberry Pi AI HAT+ modules with Hailo-8L start around $70 retail; standalone OEM pricing is volume-based and custom.

Why we rate it

Hailo consistently delivers best-in-class TOPS-per-watt for edge AI. Its Raspberry Pi ecosystem integrations dramatically lower the barrier for developers, while the OEM-grade product line serves production automotive and industrial deployments. The free software stack and active developer community are genuine differentiators versus rival chip vendors.

The catch

This is a hardware play — you need the physical chip to do anything useful. Software-only teams and prototypers without embedded expertise will find the learning curve steep. Pricing for OEM volumes is entirely opaque without a sales conversation, and the Model Zoo, while growing, is narrower than cloud-ML alternatives.

Best for
Embedded and hardware engineers building edge AI products (cameras, robots, ADAS)
Raspberry Pi and hobbyist developers wanting affordable on-device AI inference
OEMs and system integrators needing mass-production AI silicon with automotive/industrial grades
Not good for
Software-only teams without embedded hardware experience
Cloud-first ML workloads where latency and data privacy are not constraints
Startups needing a fully managed, no-hardware AI inference API
Friction report
Time to value
Moderate: Raspberry Pi HAT+ integration is quick for developers, but full OEM production design cycles (BSP, driver integration, model compilation) take weeks to months.
Scale breakpoint
OEM volume ordering requires direct distributor or Hailo sales relationships; no self-serve bulk purchasing. Custom silicon supply chain timelines can become a bottleneck at scale.
Walled garden
Moderate: models must be compiled with Hailo's Dataflow Compiler and run via HailoRT — no drop-in ONNX/TFLite runtime. Migrating inference to a different chip requires re-compilation and testing.

A look inside

Hailo AI product screenshot

Frequently Asked Questions

Alternatives

Step up

NVIDIA Jetson Orin for full CUDA ecosystem and higher throughput in larger power budgets.

Lighter alternative

Raspberry Pi AI Camera (Sony IMX500) for simple vision tasks without a separate accelerator module.

Ready to try Hailo AI?
Opens the official site — we may earn a commission if you sign up.
Try Hailo

Tags

#EdgeAI#Hardware#Inference

Explore related categories

Conversion Gems independently reviews every tool. We may earn a commission if you sign up through our links — it never affects our verdict or ranking.