SERVICES
Where is AI actually worth it for you? Let us find that first
You don't need to work out what AI could do first. Name the work that repeats most, carries the messiest data, or lives in one person's head — we take it from there. The diagnosis it produces is yours to keep, even if we never work together.
See whether it is worth it, then decide
01
Tell us where it hurts
Thirty minutes on what is stuck right now. Nothing to prepare, no answers required in advance.
02
Get a diagnosis
Within two weeks: where AI would pay off, roughly what it would save, and whether a government grant applies. The report is yours — take it with you even if we never work together.
03
Run one pilot
Pick the workflow that pays back fastest, spend a little, see the result, and only then scale it up.
6 industries, and the systems are still running every day
Semiconductor equipment
Semiconductor equipment supplier
- Customized ERP
Food ingredient trading
Food ingredient trader
- Whole ERP, built by us
E-commerce
Domestic online retailer
- ERP and operations system
- AI agent workflows in the team
- Clock-in through LINE
- AI customer service on LINE
Accounting and tax
Accounting firm
- Client and case management system
Technology
Technology company
- AI voice receptionist for the phone line
AI Native Software System build
AI NATIVE BUILD
WHAT IT SOLVESYou get a system where AI runs the work itself rather than sitting on top of it as a feature — designed and built from zero around how your business actually operates. Not theory: we run two of these ourselves, SimpleERP and OpenBiz-Booking, live in real businesses every day.
WHAT YOU GET
A system running in your business · Your team operates it day to day · Built around your workflow, not a template
Prototype to production
PROTOTYPE TO PRODUCTION
WHAT IT SOLVESYou vibe-coded a working prototype but you're stuck on security, stability, shipping? We add the architecture, security, and testing a real product needs and ship it with you — or build it for you outright.
WHAT YOU GET
Goes live without a security scare · Holds up under real users · The next person can pick it up
AI agent build, deployment & ops
AI AGENT BUILD & OPS
WHAT IT SOLVESWe design and build AI agents around how your work actually runs — which systems they touch, what they're allowed to decide, and when they hand back to a human, all agreed up front. We also take on deployment, monitoring, tuning, and ongoing management after launch, 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
AI automation
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 rip-and-replace
- AI decision dashboard — scattered data fused into one screen you can actually read
- ESG-related custom AI systems — built around the process you actually run
- Hardware and software integration — connecting equipment, sensors and machines on the floor to the software
- AI vision — inspection, recognition and counting that used to need someone watching
- MLOps training pipelines — so models can be retrained, shipped and monitored, not trained once and left
- Government grant application help — paired with adoption, we help assess and file
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, and government grants can offset the cost of adoption — we will look at that with you.
Book a free consultation