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What you need to build a Raspberry Pi AI computer with an NPU

by Marc Sheridan
Four real chips: an AMD Ryzen CPU, a graphics card, an Apple M1 chip and a Google TPU v4 board.

In our guide What are the CPU, GPU, NPU and TPU? you saw real chips on a real board: a Raspberry Pi 5 with an AI HAT+ on top, whose Hailo-8 chip is an NPU rated at 26 TOPS. Here’s what you need to build that little AI computer yourself, and the one part we don’t recommend buying on Amazon.

How we chose: we did not build this ourselves. The list follows Raspberry Pi’s AI HAT+ documentation and its Raspberry Pi 5 specifications. Raspberry Pi prices have changed several times in 2026, so follow the links for today’s price. Price ranges: Budget = under $100, Mid-range = $100-300.

Shopping list

Part Do you need it? Our pick Price range
Board Yes Raspberry Pi 5, 8 GB Budget to Mid-range
AI board (NPU) Yes Raspberry Pi AI HAT+, 26 TOPS Mid-range
Power Yes Official 27 W USB-C supply Budget
Cooling Recommended Active Cooler Budget
Memory card Yes Samsung PRO Endurance 128 GB Budget
Camera + cable Optional, for vision demos Camera Module 3 + Pi 5 camera cable Budget

The software is free: Raspberry Pi OS spots the AI board on its own.

A real Raspberry Pi 5 board with labels: CPU and GPU in one Broadcom chip, the memory chip, the RP1 input/output chip, and the AI HAT+ add-on with a Hailo-8 NPU of 26 TOPS.
Real chips on a real board, labelled · Illustration by DIGITAL WOXTER TECHNEWS.

The board: Raspberry Pi 5, 8 GB

The AI HAT+ only works with the Raspberry Pi 5, and it uses the Pi’s own memory, so the Raspberry Pi 5 with 8 GB gives you more room for AI models than the 4 GB version. Watch for inflated reseller prices and kits with extras you don’t need.

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The NPU: Raspberry Pi AI HAT+, 26 TOPS

This is the board with the Hailo-8 chip, the NPU from our guide. It comes in two versions, Raspberry Pi says: 26 TOPS with the Hailo-8, and 13 TOPS with the cheaper Hailo-8L. The box includes everything to fit it: four spacers, a stacking header for the pins, a ribbon cable and screws. You only need a crosshead screwdriver.

Why no Amazon link here: on Amazon we only found it from third-party sellers, at prices well above the official one. Raspberry Pi launched the 26 TOPS version at $110, it announced, while one Amazon listing asked $189.99 on 7 November. Buy it from one of the approved resellers listed by Raspberry Pi instead.

A Raspberry Pi AI HAT+ board with a Hailo-8 chip, mounted on top of a Raspberry Pi 5 with spacers.
The AI HAT+ sits on top of the Pi 5 on four spacers · Photo: SparkFun Electronics, CC BY 2.0, via Wikimedia Commons.

Power: official 27 W supply

The Raspberry Pi 27 W USB-C power supply gives the Pi 5 the 5 A it prefers, which matters once an add-on board is drawing power too. Check the listing, as other brands use the word “official” too.

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Cooling: Active Cooler

Raspberry Pi recommends fitting the Active Cooler before you put the AI HAT+ on top, since the Pi works hard while AI runs. Fit it carefully the first time, because removing it can damage the pins and pads.

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The memory card

The Samsung PRO Endurance 128 GB holds Raspberry Pi OS, the AI models and any clips you save. Stock and prices vary, so check before you buy.

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Optional: a camera to see what the NPU does

The easiest way to watch the NPU at work is object detection on a live camera: Raspberry Pi’s own camera apps, rpicam-apps and Picamera2, pass supported jobs such as image recognition to the AI board automatically. For that you need the Camera Module 3 and a Pi 5 camera cable, because the cable in the camera’s box doesn’t fit a Pi 5.

Get it from Amazon →

A Raspberry Pi AI HAT+ board with everything dimmed except the Hailo-8 NPU chip, highlighted in violet.
An NPU you can see: the Hailo-8 chip on the AI HAT+, 26 TOPS · Photo: SparkFun Electronics, CC BY 2.0, via Wikimedia Commons (highlight added).

Good to know

  • One PCIe port: the AI HAT+ uses the Pi 5’s only PCIe connector, so an official M.2 SSD board won’t sit alongside it. A USB SSD works instead.
  • Cases: many Pi 5 cases have no room for a board on top. Check that a case says it fits HATs before buying one.
  • 13 or 26 TOPS? For a first project, 13 TOPS is enough to detect objects on a camera. Choose 26 TOPS if you want to run bigger models or several at once.

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Disclosure: this article contains affiliate links

If you buy through them, WOXTER AMERICA LLC may earn a commission at no extra cost to you. Our picks are based on specifications, prices and published reviews, not on any payments. As an Amazon Associate I earn from qualifying purchases.

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