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INSIGHT

From AI Demo to Shippable Product

Turning an impressive AI capability into reliable hardware requires deliberate trade-offs across experience, engineering and operations.

Start with the service moment

Define who the product serves, what decision it improves and which failure modes matter before selecting models or components.

Design the whole system

Hardware, AI behavior, content operations, privacy and manufacturing constraints must be validated together.