Your AI idea deserves real engineering.
Most AI projects die between the demo and production. We close that gap — building MVPs that validate fast, agent workflows that actually run, and content systems that scale without chaos. If you have the idea, we have the stack.
A quiet-tech studio for products, workflows, and original IP.
Five ways to turn AI from buzzword into business value.
Each service line exists because we kept seeing the same problem: great AI ideas trapped in slides, Jupyter notebooks, or half-built prototypes. We turn them into things people can use.
AI MVP / Vibe Coding Sprint
You have an idea and a deadline. We scope, build, and ship a working prototype so your team can test it with real users — not just talk about it in meetings.
- 2–4 week sprints from concept to deployable product
- Real frontend, backend, and AI logic — not a Figma mockup
- Clear signal on whether to scale, pivot, or stop early
Full-stack AI Product Engineering
When the prototype works and it's time to go to production, we build the real thing. Auth, billing, data pipelines, AI integration, deployment — all handled as one system, not separate vendor contracts.
- End-to-end web and app delivery with AI built into the core
- Production-grade infrastructure you can maintain and iterate on
- Architecture designed to evolve, not just survive launch day
AI Agents & Workflow Automation
Your team wastes hours on repetitive tasks that AI could handle in seconds. We build agent systems that actually connect to your tools, documents, and workflows — with human oversight where it matters.
- Custom copilots trained on your internal knowledge base
- Multi-step agent chains with approval checkpoints
- Plug into Slack, Notion, email, CRM, or whatever you already use
AIGC Studio / Content Systems
One-off AI-generated content is easy. Building a repeatable system that produces brand-consistent output across text, image, and video at scale? That's what we do.
- End-to-end content pipelines from brief to published asset
- Campaign systems that produce 100 variations, not just one
- Character-driven media with consistent identity across episodes
AI Infrastructure & Integration
Your AI features work in a notebook but break in production. We build the infrastructure layer — RAG pipelines, model orchestration, API integration, monitoring — so your AI actually stays reliable under real load.
- RAG systems with proper chunking, retrieval, and evaluation
- API gateway and business system integration
- Production monitoring so you know when things drift
Move fast, but not blindly.
We've seen too many teams burn months building the wrong thing at full speed. Our process is designed to find the right thing first, then build it properly.
Discover
Before writing a single line of code, we sit down and figure out who the real users are, what success looks like, and what's the smallest thing we can build to learn the most.
Prototype
We build something you can click, test, and show to stakeholders — not a wireframe, not a slide deck. A working proof of concept that answers the hard questions early.
Build
Once we know the idea holds up, we go into production mode. Clean architecture, proper testing, real deployment. The kind of engineering that doesn't fall apart after launch.
Launch and Iterate
Shipping is not the finish line — it's the starting line. We help you get the product into users' hands, watch how they actually use it, and iterate based on real data instead of assumptions.
Real products we designed, built, and shipped.
Not mock-ups, not prototypes — these are production systems running in the real world. Here are a few things we've made.
XinYuAi — AI Creative Platform
A multi-model AI creative platform where users generate text, images, and video through a unified canvas. Aggregates leading AI models into one workspace so creators can mix and match without juggling separate tools.
A production-ready creative platform that turns AI model access into an intuitive creative workflow — lowering the barrier from 'knowing which API to call' to 'just start creating.'
Ai SmartBook — AI Bookkeeping
Snap a receipt, AI handles the rest. Powered by Qwen3-Max for OCR extraction, auto-categorization, multi-currency conversion, and clean financial summaries — no accounting knowledge required.
Turned painful manual bookkeeping into a point-and-shoot experience. Weekly hours became minutes, with accuracy improving over time.
Babu — AIGC Content Pipeline
Our own character IP running on a full AIGC pipeline — from structured prompts to 3D rendering to multi-platform publishing on TikTok and YouTube, all through a repeatable automated workflow.
Full-day manual episodes now flow through a structured system. Character consistency improved, team focuses on storytelling instead of production.
We build for clients. We also build for ourselves.
IP Lab is where we explore ideas that don't fit into a client brief — original characters, experimental formats, and creative infrastructure that might become products, media properties, or something entirely new.
Babu The Cyberpet
Babu started as a question: can you build a recurring 3D character with a consistent identity, publish episodic content across TikTok and YouTube, and make the whole thing run on an AIGC pipeline instead of a traditional animation studio? Turns out, you can — and the audience loves it.
- Cute-futuristic 3D character with a personality that stays consistent across episodes
- Live on TikTok and YouTube with a growing cross-platform audience
- Powered by an internal AIGC pipeline we built and keep improving
The boring stuff that makes products actually work.
Anyone can build a demo. We build systems — with proper architecture, real deployment, and the kind of integration work that doesn't make for exciting tweets but keeps products running in production.
Got something you want to build?
Whether it's a half-formed product idea, a workflow that's eating your team's time, or a creative AI experiment you've been thinking about — we'd love to hear it. No pitch deck required.