Start with one documented example and confirm the exact model and required accessories.
SPECIALIST · EQUIPMENT GUIDE
Development boards & edge AI
Controllers, development kits, cameras and accelerators for connected devices and local AI experiments.
SensorsEmbedded controlsVision and voice
THE QUESTIONWhich controller, host and peripherals does your actual project need?
LISTED OPTIONS9
MULTI-REVIEWED0
What changes as the budget rises
Include the host, power, peripherals and software needed for the intended task.
Compare compatibility, ongoing effort and the complete setup cost. These new product leads are not yet assessed.
COMPARE THE ACTUAL OPTIONS
Compare models and tools
Compare the same job, not just the price.
Read each model in the same order: price and scope, best use, limitations, then the assessment. Match your material, working size and required output first. Include accessories, consumables, software and workspace needs before deciding.
Discovered · Not yet assessed
Arduino UNO Q
A board combining Linux-capable computing and real-time microcontroller control, suitable for exploring practical vision and sound interactions.
FIRST EXPERIMENT
Run one official App Lab example and identify which parts run on Linux and which use the microcontroller.
What to try & help us assess
First experiment: Run one official App Lab example and identify which parts run on Linux and which use the microcontroller.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: Does the combined Linux and microcontroller workflow reduce complexity for a real project?
HELP US ASSESS IT
Does the combined Linux and microcontroller workflow reduce complexity for a real project?
Explore source ↗Tried it? Share your experience →
Discovered · Not yet assessed
Raspberry Pi AI HAT+ 2
An accelerator board with onboard memory for supported local generative and vision models on Raspberry Pi 5.
FIRST EXPERIMENT
Verify the Pi 5, power and cooling requirements, then run one supported local model example.
What to try & help us assess
First experiment: Verify the Pi 5, power and cooling requirements, then run one supported local model example.
Budget scope: Unknown UK total; official current product page shows $200 while launch article shows $130, so do not use launch price.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: Does it improve a real assistant workflow enough to justify the additional board?
HELP US ASSESS IT
Does it improve a real assistant workflow enough to justify the additional board?
Explore source ↗Tried it? Share your experience →
Discovered · Not yet assessed
Arduino Plug and Make Kit
A modular kit with connected sensors and guided projects that reduces wiring complexity for a first interactive build.
FIRST EXPERIMENT
Complete one supplied Modulino example, then change the input or output behaviour.
What to try & help us assess
First experiment: Complete one supplied Modulino example, then change the input or output behaviour.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: Can a first-time maker adapt a guided project into an original device?
HELP US ASSESS IT
Can a first-time maker adapt a guided project into an original device?
Explore source ↗Tried it? Share your experience →
Discovered · Not yet assessed
Raspberry Pi Pico 2 W
A wireless microcontroller platform for custom controls, connected sensors and small interactive objects, supported by Python and C/C++ tooling.
FIRST EXPERIMENT
Read one sensor and display its value over USB before adding networking or an enclosure.
What to try & help us assess
First experiment: Read one sensor and display its value over USB before adding networking or an enclosure.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: What is the simplest genuinely useful project that survives a month of daily use?
HELP US ASSESS IT
What is the simplest genuinely useful project that survives a month of daily use?
Explore source ↗Tried it? Share your experience →wiki.seeedstudio.comSeeed XIAO ESP32S3 Sense
Discovered · Not yet assessed
Seeed XIAO ESP32S3 Sense
A compact board with camera, microphone and storage support for embedded vision and audio experiments.
FIRST EXPERIMENT
Capture a short sensor or camera sample with the documented board setup before adding a model.
What to try & help us assess
First experiment: Capture a short sensor or camera sample with the documented board setup before adding a model.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: Can it reliably recognise a useful event under changing lighting?
HELP US ASSESS IT
Can it reliably recognise a useful event under changing lighting?
Explore source ↗Tried it? Share your experience →Watch the creator’s demonstration
Official reCamera Gimbal assembly demonstration; accessory configuration, not the bare 2002 camera
Watch on YouTube · Seeed Studio · Source context
Discovered · Not yet assessed
Seeed reCamera 2002 series
A modular camera platform with local inference and Node-RED support, aimed at turning object detection into useful workflows.
FIRST EXPERIMENT
Run a documented detection flow on the exact camera configuration before connecting any motion hardware.
What to try & help us assess
First experiment: Run a documented detection flow on the exact camera configuration before connecting any motion hardware.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: Can a maker build a reliable stock-counting or wildlife alert without writing a full application?
HELP US ASSESS IT
Can a maker build a reliable stock-counting or wildlife alert without writing a full application?
Explore source ↗Tried it? Share your experience →
Discovered · Not yet assessed
Raspberry Pi AI Camera
A camera with on-module AI processing for object recognition and other supported vision tasks on Raspberry Pi.
FIRST EXPERIMENT
Try one supported camera example and check the conditions where its detections fail.
What to try & help us assess
First experiment: Try one supported camera example and check the conditions where its detections fail.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: When does on-camera inference simplify a project compared with running a model on the Pi?
HELP US ASSESS IT
When does on-camera inference simplify a project compared with running a model on the Pi?
Explore source ↗Tried it? Share your experience →nvidia.comNVIDIA Jetson Orin Nano Super Developer Kit
Discovered · Not yet assessed
NVIDIA Jetson Orin Nano Super Developer Kit
An embedded computer platform for robotics, vision models and local generative AI prototypes.
FIRST EXPERIMENT
Inspect power, storage and cooling requirements, then run one supported vision example.
What to try & help us assess
First experiment: Inspect power, storage and cooling requirements, then run one supported vision example.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: What useful model can run continuously with acceptable latency, power use and total setup cost?
HELP US ASSESS IT
What useful model can run continuously with acceptable latency, power use and total setup cost?
Explore source ↗Tried it? Share your experience →docs.m5stack.comM5Stack Cardputer-Adv
Discovered · Not yet assessed
M5Stack Cardputer-Adv
A tiny programmable computer with keyboard and display for custom handheld utilities and interfaces.
FIRST EXPERIMENT
Run a documented example for the Adv board, then build a single-purpose display or input tool.
What to try & help us assess
First experiment: Run a documented example for the Adv board, then build a single-purpose display or input tool.
Budget scope: Unknown: current complete UK price not verified.
Source position: Documented manufacturer/project documentation verified; CAIBI has not tested this product.
Help us find out: Can a maker produce a useful field tool instead of a collection of novelty demos?
HELP US ASSESS IT
Can a maker produce a useful field tool instead of a collection of novelty demos?
Explore source ↗Tried it? Share your experience →