{"slug": "how-to-measure-what-matters-in-enterprise-ai", "title": "How To Measure What Matters In Enterprise AI", "summary": "Forbes Councils member Vivek Ahuja argues that standard model benchmarks are insufficient for evaluating enterprise AI, urging businesses to measure AI performance against their own business objectives instead. Ahuja emphasizes that while benchmarks indicate performance on standardized tests, they do not predict real-world business outcomes.", "body_md": "# How To Measure What Matters In Enterprise AI\n\nBy Vivek Ahuja, Forbes Councils MemberSource:\n\n[Forbes Innovation](https://www.forbes.com/innovation/)Model benchmarks tell you how well a model performs on standardized tests, but not how well it will perform against your business objectives.\n\nGet AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/how-to-measure-what-matters-in-enterprise-ai", "canonical_source": "https://www.machinebrief.com/news/how-to-measure-what-matters-in-enterprise-ai-9enw", "published_at": "2026-07-31 15:15:00+00:00", "updated_at": "2026-07-31 16:36:19.078070+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-ethics"], "entities": ["Vivek Ahuja", "Forbes Councils"], "alternates": {"html": "https://wpnews.pro/news/how-to-measure-what-matters-in-enterprise-ai", "markdown": "https://wpnews.pro/news/how-to-measure-what-matters-in-enterprise-ai.md", "text": "https://wpnews.pro/news/how-to-measure-what-matters-in-enterprise-ai.txt", "jsonld": "https://wpnews.pro/news/how-to-measure-what-matters-in-enterprise-ai.jsonld"}}