01
AI & Models
We select, fine-tune and deploy models that fit the product — not the other way around.
Open-source ModelsLLMVLMFine-tuningRAGComputer Vision+2
AI Native Product Engineering
BUILDSMARTERTHINGS.
AI × Hardware × Embedded × Software × Open Models
From idea to intelligent product. MACT.ai brings AI, hardware and software together to build real-world intelligent products.
Edge compute · Vision · Sensing
On deviceWhat do you want to build?
Describe your idea. AI will turn it into a product blueprint.
Enter to generate
You get hardware, embedded, AI, application, cloud, timeline and a BOM range — a real starting point, not a brochure.
ONE TEAM.
FULL STACK.
Intelligence, silicon and software decided by the same people — which is why the decisions stay consistent.
All capabilitiesSelected Work
Products built across AI, hardware and software.
FROM IDEA
TO PRODUCT.
01
IDEA
What the product must do, for whom, and why it has to exist.
02
AI PLAN
Model strategy, what runs on device, and the cost of each decision.
03
ENGINEERING
Hardware, firmware, applications and cloud designed as one system.
04
PROTOTYPE
Working units in real conditions, measured rather than demoed.
05
PRODUCTION
DFM, certification, test fixtures and pilot builds.
06
SCALE
Fleet operations, OTA and a product that keeps improving.
One team. From intelligence to product.
Capabilities
Everything an intelligent product needs.
Six disciplines under one roof, so architecture decisions are made once and hold across the whole system.
02
Hardware Engineering
Product architecture through schematic, PCB and bring-up — designed for manufacture.
Product ArchitectureMCUMPUSoCPCBSensors+3
03
Embedded Systems
Firmware and Linux systems that stay reliable in the field, and update safely.
ESP32STM32LinuxRTOSDriversBLE+3
04
Edge AI
Running real models on real silicon, within the memory and milliseconds you actually have.
NPU DeploymentONNXTensorRTTFLiteQuantizationModel Optimization
05
Applications
The software people actually touch — mobile, web, desktop and on-device UI.
iOSAndroidWebDesktopDevice UI3D+1
06
Cloud & Connectivity
The device cloud behind the product: telemetry, updates and the AI gateway.
Device CloudMQTTWebSocketOTAAPIData Platform+1
OPEN
BY DEFAULT.
We believe better tools build better products.
Explore our open-source work across embedded systems, edge AI and intelligent devices.
Explore GitHubMACT Device SDK
A device-side SDK for provisioning, telemetry, command handling and OTA — one API across ESP32, STM32 and embedded Linux.
1.3kCMACT Edge
A runtime for deploying quantized models to NPUs, with graph conversion, operator fallback and on-target benchmarking.
962C++MACT Vision
A camera-to-inference pipeline with zero-copy buffers, ISP hooks, tracking and event logic for embedded vision products.
741C++MACT Voice
Voice front end and streaming session protocol: wake word, echo cancellation, Opus transport and barge-in handling.
588CMACT Agent
An agent framework for devices — tool calling against real hardware, with guardrails and deterministic fallbacks.
1.1kTypeScript
Why MACT
Four reasons teams bring us in rather than assembling three vendors.
- AI Native
- We design products around AI from day one.
- Hardware + Software
- One team across physical and digital systems.
- Full Stack Engineering
- From PCB to cloud.
- Build to Ship
- We focus on products that can actually launch.
01
02
03
04