You describe the outcome. We turn it into a site that can go live, pages search and AI can quote, data your team can re-check, or automation that runs on a schedule — then hand you the source.
We don't build demos that only work on stage. Every project starts from a written scope: who uses it, what counts as done, and what is out of scope this time. AI-generated output and automated actions always pass a human confirmation point, so when something goes wrong, someone is accountable and logs exist.
Scope lives in the contract, not in chat threads
Delivery includes source code, docs, and a runnable environment
AI output is human-confirmed before it touches the business
Six things we can build: a site, a way to be found, and less repetitive work
“Scope lives in the contract. Every week we can click a real increment — not hear that things are in progress. If direction drifts, it gets corrected that week.”
Store operations
Regional retail“Source, docs, and a runnable environment come together at handover. A staff change doesn't leave the project stuck in a chat thread.”
Engineering lead
System delivery“AI output is confirmed by a person before it touches the business. When something breaks, someone owns it and the logs are there.”
Business owner
AI in operations
Agree what done means, then let models and scripts do the work
100%
Delivery includes source & docs- 01 . A clickable version every week
- 02 . A site search and AI can quote
- 03 . Automation with logs, and a person when it fails
Where the work was stuck, and what we shipped
Turning a WeChat-group ordering chat into trackable orders
Store ordering, membership lookups, and HQ reconciliation live in one system — not another mini-program built only for show.
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Rebuilding a services site so answer engines can quote it
One firm's name, service boundaries, and Q&As live on separate URLs, consistent with its structured data.
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Daily copy-paste quoting replaced by a logged script
Inquiries from email and spreadsheets become internal quote drafts, with exceptions confirmed by a human.
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Daily manual price checks turned into a scheduled comparison table
An operator opening a dozen competitor pages every morning, replaced by a daily, auditable price comparison table.
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Support prompts from chat threads turned into a handable spec
AI support replies tuned by trial and error, replaced by an annotation spec, prompt templates, and an evaluation set.
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A store booking mini-program live in two weeks on a proven template
A store validating booking demand with a templated mini-program: real branding and fields, not a wait for custom development.
Read More6
Jobs you can hire separately
100%
Delivery includes source & docs
1
Business day to reply
0
Ranking or citation guarantees
VAV Agent serves clients in mainland China, working remotely, communicating in Chinese or English. On-site presence is not required.
Through the inquiry form on this site, by email to vava.ai@hotmail.com, or by phone at +86 166 2802 9884. We first confirm the users and the scope, and start only after the written proposal is approved.
Deliverables, milestones, and acceptance criteria. No flat quote before we've seen the material. Scope changes are recorded separately, never quietly folded into the current milestone.
One delivery includes a working implementation, source code, configuration docs, and known limitations. Websites, search structure, data, labeling, and automation can share one pipeline — but each keeps its own scope.
No keyword ranks and no mentions by a specific model. SEO and GEO deliver pages, structured data, and llms.txt that can be checked.
Source, documentation, and a runnable environment are handed over at acceptance. Where to make later changes is in the delivery list — it is not locked on our side.
Have something you want built?
