{"slug": "why-bringing-in-outside-help-could-be-a-smart-ai-move", "title": "Why Bringing In Outside Help Could Be A Smart AI Move", "summary": "Akshesh Shah, a Forbes Councils member, argues that the strongest AI implementations pair a deeply engaged internal champion with an external build team, as neither alone gets you to scale.", "body_md": "# Why Bringing In Outside Help Could Be A Smart AI Move\n\nBy Akshesh Shah, Forbes Councils MemberSource:\n\n[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.\n\nGet AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/why-bringing-in-outside-help-could-be-a-smart-ai-move", "canonical_source": "https://www.machinebrief.com/news/why-bringing-in-outside-help-could-be-a-smart-ai-move-pjbw", "published_at": "2026-07-24 11:45:00+00:00", "updated_at": "2026-07-24 12:35:38.295653+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-products", "ai-tools"], "entities": ["Akshesh Shah", "Forbes"], "alternates": {"html": "https://wpnews.pro/news/why-bringing-in-outside-help-could-be-a-smart-ai-move", "markdown": "https://wpnews.pro/news/why-bringing-in-outside-help-could-be-a-smart-ai-move.md", "text": "https://wpnews.pro/news/why-bringing-in-outside-help-could-be-a-smart-ai-move.txt", "jsonld": "https://wpnews.pro/news/why-bringing-in-outside-help-could-be-a-smart-ai-move.jsonld"}}