{"slug": "ai-native-or-bolt-on-software-understanding-the-difference-and-why-it-matters", "title": "​AI-Native Or Bolt-On Software? Understanding The Difference And Why It Matters", "summary": "Forbes Councils member Kunal Chopra published an analysis distinguishing AI-native software, where AI is designed into the system from the start, from bolt-on AI added to products built before AI existed, arguing the distinction matters as nearly every vendor now claims AI capabilities. The piece was published under Forbes Innovation.", "body_md": "# AI-Native Or Bolt-On Software? Understanding The Difference And Why It Matters\n\nBy Kunal Chopra, Forbes Councils MemberSource: \n\n[Forbes Innovation](https://www.forbes.com/innovation/)\nWhen nearly every vendor claims AI, what matters is whether the AI was designed into the system or added to one built before it existed.\n\nGet AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/ai-native-or-bolt-on-software-understanding-the-difference-and-why-it-matters", "canonical_source": "https://www.machinebrief.com/news/ai-native-or-bolt-on-software-understanding-the-difference-a-mfw4", "published_at": "2026-09-17 13:15:00+00:00", "updated_at": "2026-09-17 14:54:08.404291+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-products"], "entities": ["Forbes", "Kunal Chopra"], "alternates": {"html": "https://wpnews.pro/news/ai-native-or-bolt-on-software-understanding-the-difference-and-why-it-matters", "markdown": "https://wpnews.pro/news/ai-native-or-bolt-on-software-understanding-the-difference-and-why-it-matters.md", "text": "https://wpnews.pro/news/ai-native-or-bolt-on-software-understanding-the-difference-and-why-it-matters.txt", "jsonld": "https://wpnews.pro/news/ai-native-or-bolt-on-software-understanding-the-difference-and-why-it-matters.jsonld"}}