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Manufacturing Instinct, On Demand

AI agents for design-for-manufacturing

Save weeks of delays in product development that happen at the handoff between design and production.

A3-2I builds AI agents that assess manufacturability during design and manufacturing capabilities, so issues are resolved before they reach a prototype.

The result: fewer design iterations, shorter review cycles and designs aligned with your production capabilities from the start.

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Tell us what you're building, or book 30 minutes and talk it through with us directly.

We've sat on both sides of the table.

One of us ran contract manufacturing at a hardware startup. The other worked for a manufacturer, on the receiving end of drawings like those.

Between us, we know what each side needs from the other. That's most of the job.

Founded by engineers with direct experience in both DfM and manufacturing operations.