SERVICES · Practical AI Applications

Put AI to work: start from the business process, not from a model

We don't start from "what AI product do we have". We start from the client's real business process: find the steps that are manual, repetitive, time-consuming or error-prone — then judge whether AI genuinely reduces cost and improves efficiency. Only once that math is clear do we decide whether to build.

METHOD · How we judge whether AI is worth doing

Diagnose first, then land it — AI in service of real business

Many AI projects fail because the technology is chosen first and the scenario is searched for afterwards. We work the other way round — we take your business process apart, find the steps genuinely worth giving to AI, and only then talk about how to build them.

  • AI business diagnosis: map the process and identify manual, repetitive, time-consuming, error-prone steps.
  • Do the savings math: assess whether AI really lowers cost and raises efficiency, rather than following a trend.
  • Then decide whether to build: not every problem needs AI — we build only when it's the right call.

WHAT WE DELIVER

From diagnosis to integration to ongoing operation

AI business diagnosis

Map your process from your perspective and find where AI can genuinely create value.

AI agents & automated workflows

Hand repetitive manual steps to agents and automation to cut time and errors.

Integration with existing systems

Connect to your systems, data and the WeChat ecosystem, so AI runs in real business — not an isolated demo.

Enterprise knowledge Q&A

Turn scattered materials into an answerable knowledge base for staff and customers.

Smart customer service & assist

AI service and recommendations across WeChat and web to relieve manual workload.

Ongoing AI operation

Launch isn't the finish line — we keep measuring and iterating so AI fits the business better over time.

AI already running · Case

AI guide assistant: AI used in a real visitor scenario

In the Shanghai Science & Technology Museum project, we combined floor navigation, AR on-site navigation and audio guides with an AI guide assistant to make visit Q&A and recommendations feel natural — starting from real visitor needs, not from a trendy model.

See the Shanghai Science & Technology Museum case →

See more cases

START · AI diagnosis

Book a free AI business diagnosis and do the math with us.

Initial consultation and demo can start free of charge.

WeChat QR code of founder Tony Hou Scan to add Tony on WeChat