Why we started Anvol. At Moorecubes the hard part wasn’t the AI, it was getting the robots made: quotes for the same part were far apart, and outsourcing burned us. We are building the contractor we wished we had.
Bring an idea. Get a working product.
Anvol is the AI-native hardware contractor. We answer for the whole device: circuit, firmware, enclosure, factory run and test, from 10 to 1,000 units, under one contract.
For startups and product companies with no hardware team of their own.
Customer workspace demo: one project, five stages, nothing starts without your approval.
$45Krevenue in our first two months
3–5teams reach us every day
$0spent on ads
20+products shipped by our engineers
One contract, from first sketch to the first 1,000 units.
You deal with one company. We find, run and check the engineers and factories behind it.
01
Tell us what it does
An idea, a render from your own AI tool, a design or a working prototype. All are fine.
02
Get a spec and a quote
We turn it into a spec you can sign and a price per stage. Nothing starts until you approve.
03
We build it
Design for manufacturing, circuit, firmware, enclosure, factory run and test, with a check at every handoff.
04
Get working units
Units that work as a whole product. When you need the next batch, we run it again.
Every piece passing isn’t the same as the product working.
Each supplier checks its own piece. The board passes, the code is “done”, the soldering passes, and the assembled product still hums or runs hot. We answer for the device.
One owner for the whole device
Freelancers, design firms and factories each own a piece. We own the result, so the handoffs stop landing on you.
Checked at every handoff
Board to firmware, board to enclosure, design to factory. Problems get caught before tooling, not at first assembly.
5–10× → ~1.5× what a small run should cost
Factories turn down runs under 1,000 units or quote 5–10×. We pool many small jobs, so yours gets built at a fair price.
$5K–250K vs ~$365K a year
A job with us, first 1,000 units included, against an electronics, a mechanical and a firmware engineer on US salaries.
What we’ve built.
Project Play · 10 units. A USC team’s music workstation. We do the board, firmware, enclosure, factory build and test. Read the case
$30K+Our largest job: a consumer electronics startup, from prototype to production. Under NDA.
28 builds by our engineering team before Anvol, board to packaging. See them
AI-native from the first job.
Hardware coordination used to cost a senior engineer’s time, so small jobs never paid. Agents change that. We are building them to take over the coordination, starting with specs and quotes.
Specs
Drafted in hours
A design or a demo becomes a spec for an engineer to review, not weeks of back-and-forth.
Suppliers
5–10 shops at once
Every supplier message drafted and tracked, instead of one engineer on the phone.
Memory
Every fault, kept
A cable that hit the case on one job becomes a check the next job runs before tooling.
TSMC let chip companies stop owning fabs. We let hardware teams stop owning factories and hardware staff.
The team.
Haipeng Wu
Founder & CEO
Cofounder and CTO of Moorecubes, AI therapy robots: $300K revenue in one year, MiraclePlus S26 Future Star. Before that, Godela AI (YC X25) and hardware deals at SoftBank China VC. USC Computer Science.
Zisheng Li
Head of Engineering
Runs delivery and our Shenzhen engineering team. Founded a Shenzhen hardware studio (~$420K revenue) and has shipped 20+ products, board to packaging.
Building a device?
Send us what you have: an idea, a design or a prototype. We reply with next steps.