AI agents, RAG, fine-tuning, workflow automation — 28 tracks, every price published on this page, roughly 70% of what overseas teams charge. Core members previously at OpenAI, Google and top-tier Chinese tech.
We write the code, tests and docs with AI every day — half the saved hours become your speed, the other half your discount
* 12 hours applies to validation demos (site / landing page / single AI tool / clickable prototype). Projects involving contracts, multiple clients or third-party audits get a written schedule before kickoff.
Built on GPT / Claude / DeepSeek / open-source LLMs — put real AI inside your product
💡 All prices are "from" prices — final fixed quote based on a written scope; no price increases after signing. USD settlement or fiat accepted, milestone payments (30-40-30).
Pick the modules you need — see our price, the market average, and what you save
Common combinations at a package price — 15–20% cheaper than buying separately
Bundles also support 30-40-30 milestone payments · Need a custom mix? Contact us for a tailored package
Shown by type and region, with details redacted · client names and contract values stay under NDA, and we walk through them one by one on a video due-diligence call
Multi-step + CRM sync
CN/EN/JP/KR
Vector search + citations
Try-on + scene redraw
Templated batch generation
Multi-group + moderation
ASR + lifelike TTS
Private deploy + LoRA
LLM API + subscriptions
Defect detection model
NL-to-report
20+ languages at scale
Listing + support flows
Portraits + outfits
Private doc Q&A
Cantonese/Mandarin/EN
Style + terminology
We can publish fixed prices for 28 tracks because we work in these stacks daily — no learning on your dime
Private deployment, data residency, content moderation and role-based access — plus compliance paperwork where personal data is involved
We build an evaluation set before launch: accuracy, hallucination rate and refusal boundaries are measured, with a re-runnable quality report at handover
AWS / GCP clusters, containerised deployment, serving infrastructure, monitoring and alerting — shipped with ops documentation
These are commonly used channels in the delivery chain, not exclusive partnerships; specifics depend on the project
9 core members across the US and Europe, all with hands-on experience at top-tier tech companies
(pseudonyms and cartoon avatars for privacy/non-compete reasons — real faces on video due diligence calls)









Plus 20+ contracted remote engineers across US/EU available per project · coverage from US-East to Europe to Asia, 7×16h response
From one sentence to a live product — as fast as 2 weeks
30 minutes on Telegram about your idea and budget. Written scope + fixed quote within 48 hours.
Contract signed, 30% to kick off. USD settlement or fiat, milestone payments (30-40-30). You own 100% of the code.
A clickable demo every Friday, full transparency. Dedicated project channel with EU/US engineers + a bilingual PM.
Final payment on acceptance, we help you deploy. Every project includes 60 days of free bug fixes; monthly ops available.
One industry brief a day, plus an in-depth piece every few days
Early-stage teams care about three things: on-time delivery, price, and who fixes things after launch
Why we stay pseudonymous: most core members still work at their current companies or are under non-compete and NDA periods, so we don't publish individual identities. Before signing we can arrange a live video due-diligence call, share redacted project write-ups and live product demos, and let you nominate a third party to review the code.
We bring the product direction, design and growth. You bring the engineering team. Nobody pays development fees upfront — we split whatever the product earns.
We are looking for partners who can judge whether anyone will actually pay for this. Six hard requirements:
Shipped products, with links we can open. We only work with teams that have delivered — decks and resumes alone don't qualify.
You can read the market, not just take tickets. If you think our direction is wrong, you must be able to say exactly why and what to change. That is the whole point.
Full-stack ownership. You can take it from zero to live — architecture, code, deploy, monitoring — without us hiring anyone else.
Demo-able MVP in 4–8 weeks. Core loop first, polish later, with visible progress every single week.
You will sign a one-page agreement. It covers three things only: revenue split, IP ownership, exit terms. Code and brand belong to the project entity; exit is settled against proven contribution.
Fluent in English or Chinese. At least one sync per week, and both sides sign off on major decisions.
We'll get back to you within 48 hours. In a hurry? Message the founder directly.
Telegram @briantian →Rather not fill a form? Email us or reach @briantian on Telegram — same 48-hour reply.
Monthly: real price ranges, pitfalls, and stack choices.
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Send us one sentence about your project — get a written quote within 48 hours. If it's not worth building, we'll tell you straight.
What are you building?
Roughly what budget?
When do you want it live?
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Rather skip the form? Email us directly — same 48-hour turnaround.