How Anvol works.

Anvol is an AI cofounder for hardware. Underneath, it is a system for turning a sentence into a physical object that has been checked: a brain that decides the next step, and engineers, factories and tests in Shenzhen that carry it out. This page explains the parts, and which of them are AI and which are people.

The short version

Anvol decides; engineers and factories do. Anything Anvol tells you about money or time has to come from the project's record. Every step is written down, and the next decision is made from what was written.

A brain that takes one step at a time

Anvol does not run in a loop. Each event wakes it: you send a message, or an engineer answers. It reads the whole project from its record, decides one thing, does it, and goes back to sleep. What it sets in motion, such as an engineer checking a part or a costing, comes back hours or days later as the next event, and Anvol reads the record afresh. Nothing depends on it remembering a conversation; the project's record is its memory.

Work goes to whoever can do it

When Anvol acts, it asks for a capability, not a person: check this with an engineer, cost this build, note this in the specification. Which engineer, factory or test does the work is a separate question from the decision to do it. Today most of the work is done by engineers; a new factory or a test bench is one more place a capability can be done, not a new version of Anvol.

It cannot make up a price

A language model will happily say "this could cut your cost in half" with nothing behind it. Anvol's replies pass a gate before you see them: a price, a date, a lead time or a percentage about cost or timing has to match something in the project's record, such as an engineer's costing or a supplier quote. If it does not, the reply is not sent, and your question goes to an engineer instead. You get a slower answer rather than an invented one.

Who does what today

Anvol replies to a new idea with the version it would build first, the three choices that will drive the cost and the one question it needs answered. It keeps the project moving, decides when an engineer is needed, and holds its numbers to the record.

Engineers check the numbers, cost the build from real parts and supplier quotes, source parts, run the sample rounds and write the test reports. When an engineer wrote a reply, it is signed "Anvol · checked by an engineer".

From a sentence to a concept

Before anything is costed, Anvol can turn an idea into a first concept: a short description, a parts list and a 3D model you can turn around and change. It is a starting point for the conversation, not proof that the design fits, is safe or can be manufactured.

Your own AI can bring Anvol in

If you already design with an AI coding tool such as Claude Code or Codex, the Blockless skill lets it work up a design with you and hand the project, with its files, to Anvol for a cost.

Every step leaves a record

Each project keeps a record of what was asked, who did it, how long it took and what came back: costings, quotes, test results, approvals. You see your project's thread and files; Anvol reads the record before every step, and its numbers have to match it.

What stands behind it

The engineering side is led by Zisheng Li, who has built more than 20 hardware products; its engineers designed and shipped a 24-channel logic analyzer, a swing-arm tracked robot and a lidar line-following car, from board and firmware to enclosure and packaging. The engineering and production side is described at anvol.dev; it is the same company, Anvol, Inc. Who is behind it.

What it is not

Anvol is not a factory run by AI, and it does not replace engineers: people check every number and build every sample. A cost is not a guaranteed final price or delivery date, and nothing is charged or started without your approval. Anvol is a product, not a shareholder: you own what you make. What an AI cofounder for hardware is · More answers.

Reviewed September 29, 2026. Talk to Anvol