What we deliver
Every item below is a domain we actually ship in — we start from a proven base, not a blank page.
🔌
Connectors & Data APIs
Feishu / WPS connectorsReal-time data APIs
🧠
Knowledge & Retrieval
Knowledge graphHybrid retrieval (RAG)
🛡️
Compliance & Security
Evidence ledgerRBACTenant isolationHuman reviewAudit & takeover
📊
Quality & Evaluation
Trace & failure taxonomyEval dashboardBusiness pilot
⚙️
Models & Training
RAFT / SFT pipelinesAdaptersDPO distillationData flywheel
🚀
Engineering & Delivery
Canary & rollbackOps handoverCross-border commerce
How we work (3 steps)
1
Tell us what you need
Fill in the form below, or just email us — what to build, by when, and a rough budget.
2
We come back with a proposal and a price
Architecture + deliverable list + a fixed price. Scope is locked, no hidden fees. 30–50% below market, and you can compare it.
3
Delivery & aftercare
Runnable code/config + docs + verification records. Questions after handover still get answered.
Why you can rely on us
✓
Clear acceptance criteria. Every deliverable ships with verification records — runnable code/config, docs and a test checklist. It counts as delivered only when it passes.
✓
We're reachable afterwards. No disappearing the moment the work is handed over.
✓
Fair pricing. No bloated headcount markup — 30–50% below market for the same scope. Ask us how; we'll explain it plainly.
FAQ
How long does delivery take?
Light work (a single feature or small tool) is usually 3–7 days; medium scope (knowledge base + system integration) 1–2 weeks; complex work is estimated case by case. You get a clear date before we start.
How do I pay?
Small jobs: full amount upfront is fine. Larger ones: 50% deposit, balance after acceptance. Any channel that suits you — bank transfer or platform escrow.
It's built with AI — can I trust it?
Honestly: we use an AI toolchain, which is why we're fast and priced lower. But a human owns every engagement end to end — proposals get reviewed, deliverables ship with verification records, you don't pay the balance if it misses the bar, and we're reachable afterwards. You're buying the outcome, not our process.
Is my information safe?
Used only to scope and deliver your project — never shared, never reused elsewhere. For sensitive work, confidentiality can be written into the contract.
Prefer not to email? Leave it here
Fill this in and we'll come to you — no chasing required.
Or just email us
Tell us what you need and your budget — we'll reply with a first proposal within minutes.
Zhiwei Studio · AI Engineering Outsourcing
Connectors / Retrieval / Compliance / Evaluation / Model training / Delivery
Connectors / Retrieval / Compliance / Evaluation / Model training / Delivery