AI Use Cases We Build for Growing Teams
Browse the AI use cases we ship most often, from customer support to document processing and lead automation, each scoped to integrate with the systems you already run.
Discuss your use case
Answers in brief
- What it is
- This hub collects the AI use cases we deliver most often for SMBs and founders, with the scope, timeline, and integration approach for each so you can see where AI realistically fits your operation.
- Who it is for
- Teams evaluating where to apply AI first and who want concrete, buildable use cases with owned source code, rather than abstract strategy decks or a generic platform pitch.
- Cost
- Scope-based: we quote against your specific use case after a short discovery call rather than from a fixed price list, so you only pay for what you actually need.
- Timeline
- Most engagements reach a first production milestone within a 45-day delivery window once scope is confirmed, with weekly check-ins along the way.
- Risks
- The biggest risk is starting with the wrong use case. We help you pick one with a clear metric and available data, so the first build proves value before you expand the scope.
- Next step
- Submit a short project brief through the form on this page; we reply within 24-hour on weekdays to schedule a scoping call.
Explore use cases
Where and how we deliver
Our engineering team is based in Hangzhou and led by ex-Alibaba senior engineers who have shipped 20+ projects for 10+ clients.
We collaborate with US and EU teams on a remote schedule, with a 24-hour response commitment on weekdays so timezone gaps never stall a build.
Project communication, source control, and handover documentation stay in English, so distributed stakeholders can follow progress without friction.
Frequently asked questions
Which AI use case should we start with? +
Start with a use case that has a clear success metric and data you already hold. Customer support, document processing, and lead automation are common first projects with measurable payback.
Can you combine more than one use case? +
Yes, but we usually ship one use case to production first to prove value and establish patterns, then reuse that foundation to add the next one with less risk.
Do these use cases integrate with our existing tools? +
Each use case is built to connect with the systems you already run through their APIs or webhooks, so you avoid a disruptive migration and keep your current stack.
Do we own what you build for each use case? +
Yes. For every use case you own the source code, configuration, and documentation at handover, with no lock-in on the application layer we deliver.
How long does a first use case take? +
Most use cases reach a first production milestone within a 45-day delivery window once the scope is confirmed, with weekly progress check-ins.
How do we get a recommendation for our situation? +
Submit a short brief through the form on this page. We reply within 24-hour on weekdays and suggest a starting use case based on your goals and data.
Not sure which use case fits?
Tell us your goal and data and we'll suggest a starting point.