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Technical capability and service guarantee

Capability decides whether it can be built, process decides how well, and support decides how long it keeps running. We put all three in the open: what the stack is, how the project moves, and how quickly someone picks up when something goes wrong.

TECH STACK

Technical capability

From front-end interfaces to back-end services, from LLM applications to database design, one team develops the whole thing in house with nothing subcontracted on.

Development stack

PythonVueLangChain Node.jsRESTful APIWeChat ecosystem

A mature, mainstream stack keeps the system maintainable and extensible, so whoever picks it up next will not get stuck.

AI and data

Large language modelsRAG retrieval augmentationAgents Database designData visualisationOn-premise deployment

A large language model is not there to show off: it has to answer questions with data, produce reports, take over repetitive work, and leave the data in your own hands.

Full-stack in-house development with integrated design

Requirements designUI / UXFront and back end Testing and launchOperations and delivery

We share the group's senior design team, with product managers, designers and engineers in one project team, so there is one less hand-off for meaning to get lost in.

WORKFLOW

Our process (the core)

Four stages, each with a defined output and a confirmation point. A disciplined process, controlled progress and assured quality.

01

Requirements

We establish the scenario, the users and the goal, map out the feature scope, and separate what is essential from what can wait.

Output · requirements list

02

Proposal and quote

We issue a technical proposal and an itemised quote, with the delivery timeline, acceptance criteria and payment milestones spelled out. Transparent pricing, no hidden extras.

Output · proposal plus quotation

03

Development and testing

Our own team drives development with demos you can see at each stage. Nothing moves to delivery until self-testing and integration testing have both passed.

Output · a version you can trial

04

Delivery and training

We deploy the system and train your team on the admin panel so your own people can run it, with continuing technical support after delivery.

Output · launch plus operator training

AFTER SALES

After-sales support

Delivery is not the end. A system runs in production, and real assurance means someone picks up the moment something goes wrong.

7×12

hours of support response

Someone is on duty on weekdays and weekends alike, reachable by phone, WeChat or remote session.

1 hours

Urgent issue response

Urgent faults that affect business operations get a response and remediation within 1 hour.

Two modes

Remote and on-site service

Anything solvable remotely gets solved immediately; anything that needs a visit gets an on-site appointment.

Data and security

We design your backup strategy and advise on security patching. Classified and government projects can be deployed on premise so data never leaves your network.

Ongoing operations optional

Systems that need long-term hosting can add an operations package: monthly inspections, database tuning and a quarterly operations report.

See the operations packages

Put the requirements on the table first

Delivery timelines, acceptance criteria and support response times all go into the contract rather than staying verbal promises.