AI tool evaluation & selection
We run tools against real tasks, then tell you who they suit, who they do not, and where the pricing bites.
Turning AI capability into shippable business workflows
We evaluate AI tools — and put them to work inside your business.
From selection to delivery: model and tool choice, internal knowledge bases and agent workflows, content and growth, websites and digitisation. Tested in Chinese, reproducible, no hype.
Where we have worked
Smart manufacturing
Cross-border retail
Education
Healthcare
B2B services
Media
Fintech
What we do
Delivery is the only proof of understanding.
AI workflows & agent delivery
Start from one repeated task in one role, ship a working agent, then wire it into the tools the team already uses.
Knowledge bases & RAG
Turn documents, chat logs and tickets into a searchable base — with permissions and updates handled.
Recent work
Complex workflows, cut into shippable modules.
The team
A small team that ships end to end.
Lan Lin
Founder · AI delivery lead
Li Chen
Tech lead · backend & agents
Ning Zhou
Content & growth
Yuan Gao
Design & front-end
We only publish numbers we can verify.
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Published articles
Reviews, methods, post-mortems
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Tools verified by hand
Each with pricing and limits
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Delivery scenarios
Selection through launch
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Third-party trackers
Self-hosted, no CDN
Live counts for this site and our services; definitions are on the article pages.
Contact
Ready? Tell us where you are stuck.
No long forms. Tell us the scenario, the tools you already use, and the outcome you want. We reply within one business day.
Phone
+86 755 0000 0000