HANGRUI / YOUR NEXT CHAPTER
Take your company
into AI.
Stay on course.
Websites, AI customer support and in-house data lookup: scope and price are agreed before work starts, the domain, the accounts and the data are in your name, and somebody keeps watching it after launch.
NEW TAIPEI · PRODUCT STUDIO · TWO PRODUCTS OF OUR OWN
Yes, 6 left, here until 7 pm.
↳ Stock sheet · updated today 14:32The PS-40-200 is rated to 1.5 MPa
Make the first impression count
Website design
Nine industry templates take your content, or we build from scratch
Three plans at NT$29,800, 68,000 and 150,000; they differ in pages, in what you can edit, and in care. Payments or booking are quoted separately.
AI customer service
It reads your documents before answering, and every answer cites its source
Customers ask on LINE or on the website; when the answer is not in your documents it says so, hands over to a person, and never makes one up. HangRui's own LINE account runs on it.
10 cinnamon rolls · tomorrow at 9 am
Manager notified · illustrative workflowReceive the question
「Any cinnamon rolls left today?」
Search your documents
Stock.xlsxMenu 2026.pdfBooking rules.mdRead the matching row
ItemLeftUpdatedCroissant1214:32Cinnamon roll614:32Scone014:32Verify the source
1 citation checked against the source ✓
Reply in LINE
Yes, 6 left, here until 7 pm.
Record the order, notify the manager
Writing to the order sheet…
In-house Data Lookup
Drop the catalogues in, and a colleague's question finds the page
PDF, scans, Excel and Word go into a folder and can be asked about seconds to tens of seconds later; the answer names the page and opens the file. It can run entirely on your own hardware.
PS series standard cylinders
Specifications & selection
Illustrative workflow · fictional company and demo metrics; on-premise deployment is optional
A colleague asks; the answer names the catalogue page.
Try it with your documents ↗Need the data to stay in-house? On-premise deployment is an option.Finds the page
A new file in the folder can be asked about seconds to tens of seconds later; the answer names the page and opens the PDF.
Cites its source
Delivery dates and prices in Excel are answered by lookup, with the sheet's update time; a Word citation points to the clause.
Cost prices stay out
They never enter what the assistant reads; the owner sees them because the system reads that cell by role, not through the assistant.
NAVI · YOUR AI GUIDE
Your next step.
Let’s find it together.
A new website, AI for your business, or a simpler workflow? Ask me.
Please check the sources in AI answers.
Latest articles
We write what we measured, and the method is in the article.
- Retrieval / Product
Put the knowledge in the index, and the model can stay in the building
"It has to know our company's material" and "the material cannot leave the building" are usually two requests from the same person. As long as knowledge is something a model has to memorise, the two fight each other: the models that memorise the most are the largest, and the largest run in someone else's data centre. Put the knowledge in an index and let the model only read, and the two stop conflicting. This post makes the case from the published work: why retrieval works, why it pairs so well with a model on your own hardware, and what we built from it.
- Science / Structural biology
From DENDRAL to AlphaFold: what let AI into science was the assessment
In October 2024 the Nobel Prizes in Physics and Chemistry both went to machine learning, two days apart. Reading that as "AI finally got good enough" misses what happened. AlphaFold was accepted by structural biology because of CASP — a blind assessment, running since 1994, that hides the answer in advance. This is sixty years of AI for science in four stages, and what the real bottleneck was in each.