
One team that covers the full stack
The founding team covers AI algorithms, full-stack engineering, integrated hardware and software, and global operations. The multilingual AI app we built ourselves runs on Web, iOS, and Android, serves users in several markets in 6 languages, and has a complete commercial loop in place. Our delivery record runs from a large production management system and an event management platform to smart sorting equipment with object-recognition AI on board, across both pure software and integrated hardware and software. From algorithm research to growth operations, every key capability sits inside the team, so each project handed to us is owned end to end by one complete team.
00
platforms delivered: Web · iOS · Android
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languages supported in production
00 +
years of industry experience across the team

One technology base, three engines of growth
AI Products, Enterprise AI Solutions, and Global AI Services feed one another. Needs proven again and again in client projects become products, the technology hardened in those products goes back into delivery, and our global services carry all of it to a larger market.
AI Products
Needs that keep coming up in our custom projects become our own products. The need comes first, then the product.
Enterprise AI Solutions
AI built around your real business processes. From needs assessment to deployment and operations, one team owns it end to end.
Global AI Services
We help Chinese companies take their products and business overseas, and help overseas products and technology enter China.
A shared technology base
LLM applications with retrieval-augmented generation, real-time speech and multilingual processing, multi-device delivery, and integrated hardware and software. All four are tested by real users in our own products first, then applied as they are to every client project.
A delivery method shaped by real projects

On-site research
We visit the shop floor or the classroom first, to find out where the problem really is and whether the data exists and is sufficient. Then we judge what AI can do for you, and how far it can go.
Site visits
We look at the real process on the production or teaching front line. Solutions come from the site, not from the meeting room.
Screening the need
If a simpler method solves the problem, we will not recommend AI. Where AI is the right tool, we state the expected result clearly.

Proposal and quote
The proposal follows from the research: what to build, how, in how many steps, and for how much. Everything is stated once, with no hidden costs.
Shaped together
We refine the proposal with the people on your side who know the business, until it fits reality.
Transparent pricing
Priced by scope. Any change is discussed in advance.

A small first project
We start with a light project that shows results within weeks, and put the most useful part into real operations first. Whether to continue is decided by the results.
Results in weeks
The most useful piece is delivered first, so you can start using it soon.
Regular demos
Every stage produces something you can try hands-on.

Long-term partnership
Once the value is proven, we expand step by step. Deployment, operations, upgrades, and staff training are all taken care of after delivery. We do not do one-off deals.
Deployment and operations
On-premises deployment is supported, so data stays inside your company.
Continuous iteration
The system changes as your business changes.
Capability that comes from work we have completed
No buzzwords and no stories. Every point below is backed by real delivery.
Full-stack capability in one team: algorithms, development, operations, and growth
Full-stack capability in one team: algorithms, development, operations, and growth
We took a multilingual AI product from zero to paying users worldwide
We took a multilingual AI product from zero to paying users worldwide
Integrated hardware and software: a track record of delivering complete AI sorting equipment
Integrated hardware and software: a track record of delivering complete AI sorting equipment

00 %less sorting labor
A small team equipped with AI toolchains, several times as productive as a conventional team
A small team equipped with AI toolchains, several times as productive as a conventional team

A network of overseas partners that clears the way for going global
A network of overseas partners that clears the way for going global
Mainly custom development for businesses. In manufacturing: production scheduling, quality inspection and sorting, document processing, and export inquiries. In education: teaching assistants, language training, and simulation tools. These are the settings we know well. We also provide technical support for taking products overseas and for cross-border work. Other industries are welcome too. After on-site research we will tell you clearly whether it can be done and whether it is worth doing.