# Why Bringing In Outside Help Could Be A Smart AI Move

> Source: <https://www.machinebrief.com/news/why-bringing-in-outside-help-could-be-a-smart-ai-move-pjbw>
> Published: 2026-07-24 11:45:00+00:00

# Why Bringing In Outside Help Could Be A Smart AI Move

By Akshesh Shah, Forbes Councils MemberSource:

[Forbes Innovation](https://www.forbes.com/innovation/)The strongest AI implementations I’ve seen pair a deeply engaged internal champion with an external build team. Neither alone gets you to scale.

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