{"slug": "if-your-ai-investment-can-t-move-a-fill-rate-it-isn-t-working", "title": "If Your AI Investment Can't Move A Fill Rate, It Isn't Working", "summary": "Forbes Councils member Steven Singer argues that AI investments in business operations are failing unless they demonstrably improve key performance metrics such as fill rates, emphasizing that the true measure of AI success lies in honest post-deployment evaluation rather than the sophistication of the model itself.", "body_md": "# If Your AI Investment Can't Move A Fill Rate, It Isn't Working\n\nBy Steven Singer, Forbes Councils MemberSource:\n\n[Forbes Innovation](https://www.forbes.com/innovation/)It has never been about the model. It has always been about whether anyone was willing to measure honestly what happened after the model showed up.\n\nGet AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/if-your-ai-investment-can-t-move-a-fill-rate-it-isn-t-working", "canonical_source": "https://www.machinebrief.com/news/if-your-ai-investment-cant-move-a-fill-rate-it-isnt-working-93vg", "published_at": "2026-08-12 12:45:00+00:00", "updated_at": "2026-08-12 13:42:55.148917+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-products"], "entities": ["Steven Singer", "Forbes"], "alternates": {"html": "https://wpnews.pro/news/if-your-ai-investment-can-t-move-a-fill-rate-it-isn-t-working", "markdown": "https://wpnews.pro/news/if-your-ai-investment-can-t-move-a-fill-rate-it-isn-t-working.md", "text": "https://wpnews.pro/news/if-your-ai-investment-can-t-move-a-fill-rate-it-isn-t-working.txt", "jsonld": "https://wpnews.pro/news/if-your-ai-investment-can-t-move-a-fill-rate-it-isn-t-working.jsonld"}}