Physical AI Accelerator Applications Open Shenzhen, China

BUILD AI-NATIVE HARDWARE IN SHENZHEN

B&A helps founders turn ambitious physical AI and smart hardware ideas into real products — where design, sourcing, prototyping, and iteration happen fastest. Next cohort starts July 1.

7 Founder Slots
3 Request-for-Founder
Jul 1 Cohort Starts
SZX Shenzhen-Based

Two forces are
converging.

AI is moving beyond software. The next generation of breakout companies will combine intelligence with products in the physical world. At the same time, Shenzhen remains unmatched for building hardware quickly. B&A is built around that convergence.

AI is becoming physical

The most consequential AI applications will not live only on screens. They will live in devices, tools, machines, homes, and workplaces. The hardware layer is where AI's next chapter gets written.

Hardware iteration is faster in Shenzhen

No other city compresses the distance between concept and physical product like Shenzhen. Suppliers, tooling, prototyping, and manufacturing expertise are within reach at a density that doesn't exist anywhere else.

New companies need both intelligence and execution

Building physical AI products requires a different kind of startup. You need to move fast on software and hardware simultaneously, with access to supply chain, manufacturing expertise, and founder-level support.

Shenzhen, Guangdong Province

For physical products, geography still matters.

Shenzhen offers the speed, density, and manufacturing depth that ambitious teams need in the earliest stages of company building.

Dense supplier and manufacturing ecosystem
Components, tooling, and production expertise concentrated in one city and its surrounding region.
Rapid prototyping and iteration cycles
Days, not weeks, from design change to physical prototype. The feedback loop that makes product development faster.
Lower friction from design to build
Engineering services, CNC, PCB assembly, injection moulding, and small-batch production — all accessible early.
International by design
B&A brings global founders and expert networks into Shenzhen, creating a cross-border platform in the city that builds the world's hardware.

Concrete support.
No vague promises.

B&A helps teams with what actually matters for early-stage hardware companies. Execution over ceremony.

Product Thesis Sharpening

Pressure-testing your hypothesis against market reality, customer pain, and what Shenzhen makes possible to build fast.

Prototyping & Hardware Iteration

Guidance on the shortest path from CAD to working prototype, with access to Shenzhen's rapid manufacturing network.

Sourcing & Manufacturing Guidance

Introductions to suppliers, factories, and fabrication partners. Navigating the supply chain without wasted time or costly mistakes.

Customer & Market Validation

Structured approaches to finding early customers, testing demand assumptions, and building evidence of a real market before scaling.

Workshops with Operators & Experts

Hands-on sessions with engineers, supply chain specialists, and experienced founders. Practical knowledge, not conference panels.

Founder Community & Investor Visibility

A cohort of serious builders working on adjacent problems, plus structured exposure to investors active in hardware and physical AI.

We back teams building
intelligent products for the real world.

Category One

Consumer Smart Devices

Task-oriented products that combine hardware and intelligence to create a clearly better user experience. Products people use every day, made smarter. The bar is demonstrable utility, not ambient capability.

Smart appliances Health wearables Home automation AR accessories Connected tools Personal devices
Category Two

Physical AI, Robotics & Enabling Systems

Products, tools, and systems that bring intelligence into the physical world at scale. Devices, modules, workflows, and infrastructure that make industrial, commercial, or built environments more capable.

Robotics modules Industrial sensors Autonomous systems Vision systems Edge AI hardware Smart manufacturing
First Cohort
JULY 1

We are selecting 7 founders and teams for Cohort 01. Alongside them, we will introduce 3 Request-for-Founder ventures for builders who want to launch with a sharper company thesis.

7
Founder-led ventures
Own ideas welcome
3
Request-for-Founder
B&A-shaped concepts
SZX
Shenzhen-based
Guangdong Province
INTL
International cohort
Global applicants welcome

Some of the most important companies are not found — they're formed.

B&A will also launch a small number of Request-for-Founder ventures: carefully framed company concepts for exceptional builders who want to start with a sharper thesis.

RFF — 001

Ambient Intelligence Layer

Consumer smart devices operate as isolated silos with no shared environmental awareness, creating redundant, disconnected experiences.

Why Now Sub-$5 edge AI modules make on-device ambient sensing economically viable for the first time.
Why Shenzhen Sensor component density lets teams iterate sensor-fusion hardware in days, not months.
Register interest →
RFF — 002

Inline Vision QC

Small and mid-size manufacturers rely on manual inspection for quality control, with 15–25% defect escape rates and no affordable automated alternative.

Why Now Vision models now exceed human inspectors at sub-$500 unit hardware cost, making affordable QC automation real.
Why Shenzhen Direct access to hundreds of SME factories as co-development partners and beta customers on day one.
Register interest →
RFF — 003

Physical Data Mesh

Industrial and logistics operators collect terabytes of sensor data with no affordable infrastructure to act on it in real time at the edge.

Why Now Open-source streaming ML has lowered the barrier to production edge inference — the software stack is ready.
Why Shenzhen Custom sensing hardware BOM 40–60% lower than US/EU sourcing, enabling viable unit economics for early products.
Register interest →

Help shape the next generation of physical AI founders.

B&A is building a hands-on network of engineers, operators, founders, investors, and industry specialists who want to contribute practically — not ceremonially.

Supply chain Embedded systems Product design AI / ML Manufacturing Industrial design Fundraising Go-to-market Regulatory Growth
Join as an Expert

Support a new international platform
for hardware and physical AI in Shenzhen.

B&A partners with organizations that want to support the growth of global founder talent and next-generation hardware ventures in Shenzhen. Partners gain visibility into an emerging founder pipeline and contribute to Shenzhen's international innovation profile.

Event Sponsors
Ecosystem Partners
Technical Partners
Manufacturing & Prototyping
University & Research
Institutional Partners
Discuss Partnership
BUILD
WITH US IN SHENZHEN