SERVICES
We build the systems — and we are still the ones running them
You do not need to know what AI can do. Tell us which job repeats most, has the messiest data, and is hardest to hire for. We take it from there.
6 industries, and the systems are still running there today.See the full delivery record →
Four ways to put AI to real work in your business
AI has to deliver results, not just sit on a screen
AI NATIVE BUILD
WHAT IT SOLVESWe build AI into the systems and machines you use every day, so shipping, scheduling and quality checks actually get faster. Not an off-the-shelf package bent into shape, and not a pretty dashboard left to sit there.
WHAT YOU GET
Hours saved and mistakes avoided, visible on the books · Your team operates it day to day · Built around your workflow, not a template
Your prototype, finished into something customers can actually use
PROTOTYPE TO PRODUCTION
WHAT IT SOLVESYou built a working prototype with AI, but you're stuck on security, stability, launch? We add the architecture, security and testing a real product needs, and launch it with you — or finish it for you.
WHAT YOU GET
Goes live without a security scare · Holds up under real users · The next person can pick it up
AI that finishes the job, not just answers it
AI AGENT BUILD & OPS
WHAT IT SOLVESAn AI agent is AI that finishes a job on its own, not just answers. We design it around how your work runs: which systems it touches, what it may decide, when it hands back to a person — all agreed up front. After launch we keep watching it, rather than handing it over and closing the file.
WHAT YOU GET
Finishes the task, not just answers · When it fails you see where and what it touched · We keep watching it after launch
The repetitive, messy work — shared with AI
AI AUTOMATION
WHAT IT SOLVESRepetitive work with lots of scattered data — scheduling, quality checks, documents, reports — shared with AI agents, so people return to work that needs judgment.
WHAT YOU GET
The same job, done faster · Hours saved you can point at · Fewer manual-entry mistakes
You can also come to us for
- Adding AI features to an existing system — light and fast, no need to tear it out and rebuild
- Keeping models retrained and monitored after launch — so you can see when results start to slip
PARTNERS CIRCLE COFFEE CHAT
Saturday afternoons in Taipei, over coffee
Every Saturday 2–4pm ・ No. 196, Sec. 2, Fuxing S. Rd., Da'an Dist., Taipei ・ Free
A standing weekly slot for consultation and open discussion. No prep needed — just bring whatever you're stuck on. Registration required, and other attendees will be in the room.
See sessions and reserveHOW WE WORK
We stay until it actually works
From the first conversation to long after launch, there is someone to talk to. We put AI where it genuinely pays back.
Book a free consultation