Custom AI systems that turn routine work into tools
We have built a question-bank trainer, a B&B directory, content pipelines and many automations for ourselves. If you repeat the same task every day, a system can probably take it over.
- Who it's for適合
- Teams buried in documents, look-ups or replies
- People who want AI in their workflow but don't know where to start
- Small teams that need internal tools without buying a whole suite
- The problem煩惱
- The same data reworked by hand, files you can't find, and no idea where AI fits in.
- What gets better提升
- Less repetitive workScheduled jobs run on their own and report back by Telegram or email.
- Data you can findScans and PDFs become searchable, computable data, with conflicts and open questions flagged.
- Content that writes itselfOne record becomes multilingual articles and social scripts, without rewriting each one.
What we do交付內容
Take the whole set,
or just one piece.
- 01
Document OCR & data cleanup
Scans turned into text and structured data, with conflicts flagged separately.
- 02
Data platforms
Information scattered across websites and open data, put into one format on a site people can search and compare.
- 03
Content pipelines
One source turned into multilingual articles and social scripts.
- 04
LINE chatbots
Look-ups and common questions answered inside LINE, with hand-off to a person when needed.
- 05
Automation & alerts
Scheduled jobs that report back by Telegram or email.
- 06
Internal tools
Review consoles, question banks, forms and reports as lightweight web or Google Apps Script tools.
Proof作品
We use it ourselves first

Safety-exam trainer
A 4,811-question bank with spaced review, mock exams and cross-device sync.

17view B&B Directory
Taiwan's licensed B&Bs on one page; owners can claim, correct or remove their listing online.
Jia-Bao Ya — an AI food character
A trilingual food guide, a LINE nearby-food map and partner packages for restaurants.
FAQ問答
You might be wondering
What should we prepare?
Just tell us which task eats most of your day and what tools you use now; we start with the smallest version.
Is our data safe?
We prefer to deploy in your own accounts and cloud, and keys never go into code; we agree the details before we start.
Can you work with scans and PDFs?
Yes. Scans go through OCR first; uncertain readings and conflicts between sources are flagged for a person to confirm. That is how the 4,811 questions in our safety-exam trainer were assembled.
Custom AI SystemsAI 系統客製
Tell us about
your situation
Write down what you do and where it hurts; we'll reply personally.