AI × Hardware Case Studies

Explore our innovative connected hardware projects powered by AI

What We Provide

01Intelligent Strategy & Product Definition

Identify key scenarios where AI can amplify existing/planned hardware. Define intelligent direction, product strategy, and commercialization path.

02Multi-Modal Sensing & AI Model Design

Design trainable features from motor, current, acceleration, pressure, audio, and video signals. Build multi-modal recognition and prediction models.

03Embedded Systems & Connected Architecture

Design end-to-end 'Device ↔ App ↔ Cloud' protocol design, data synchronization, log monitoring, state management, and OTA upgrade systems. Ensure device intelligence is operable, iterable, and continuously evolving.

04Cross-Device Experience & Application Design

Design hardware interaction logic, app learning/training journeys, mini-program/app experiences, after-sales and maintenance processes. Make AI not just run in devices, but become part of the user experience.

05Prototype Validation & Small-Batch Collaboration

Support factory/supply chain collaboration for prototyping, small-batch validation, user testing, and data-driven next version planning. Help enterprises go from 0 → pilot production → scaled intelligent devices.

Who This Is For

01

Enhance New Products with AI Technology and Smart Selling Points

For companies looking to integrate voice recognition, behavior sensing, intelligent decision-making, and other AI capabilities into new products to achieve stronger differentiation and commercial advantages against competitors.

02

Companies Transitioning from Traditional Manufacturing to Smart Devices / IoT

For manufacturing companies with mature hardware that want to achieve intelligent and connected upgrades through algorithms, data, and systematic software collaboration, transitioning from traditional devices to smart devices.

03

Early-Stage Hardware Startups Needing 0→1 Intelligent Validation

For startups with hardware prototypes or basic functionality but lacking algorithm teams, AI architecture capabilities, or software collaboration experience. These teams need expert support to quickly complete concept definition, PoC validation, and operational version deployment.

Ready to Build Your AI-Powered Hardware?

Let's turn your boldest ideas into working AI systems × Let's turn your boldest ideas into working AI systems ×Let's turn your boldest ideas into working AI systems × Let's turn your boldest ideas into working AI systems ×