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INSIGHT

How do you take an AI prototype into production?

A prototype proves the idea. Production software must also handle real users, real data, failure, security, deployment and ongoing change.

The practical answer

A prototype proves the idea. Production software must also handle real users, real data, failure, security, deployment and ongoing change.

Questions teams ask

What usually changes first?+

Architecture, authentication, data handling, error management, testing and deployment are common areas that need strengthening.

Can the prototype code be reused?+

Sometimes. The right approach is to assess what is useful, keep what is sound and replace the fragile parts rather than rewriting automatically.