# Why AI that works in the lab often fails in production - and what actually fixes it

> **Platform:** [SPIDITS AI](https://spidits.com/) — Real-Time AI News & Market Intelligence  
> **Published:** 2026-06-11T07:00:00.000Z  
> **Category:** PRODUCT_LAUNCH  
> **Impact Score:** 90/100  
> **Primary Source:** [VentureBeat](https://venturebeat.com/orchestration/why-ai-that-works-in-the-lab-often-fails-in-production-and-what-actually-fixes-it)  
> **Canonical Citation:** [https://spidits.com/timeline/why-ai-that-works-in-the-lab-often-fails-in-production-and-what-actually-fixes-it](https://spidits.com/timeline/why-ai-that-works-in-the-lab-often-fails-in-production-and-what-actually-fixes-it)

## Executive Summary
Presented by Capital One Enterprises aren't struggling to experiment with AI; they're struggling to make it work in the real world. Moving from promising...

## Referenced Coverage & Sources
- **[VentureBeat](https://venturebeat.com/orchestration/why-ai-that-works-in-the-lab-often-fails-in-production-and-what-actually-fixes-it)**: Why AI that works in the lab often fails in production - and what actually fixes it — _Presented by Capital One Enterprises aren't struggling to experiment with AI; they're struggling to make it work in the real world. Moving from promising..._

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*Synthesized by SPIDITS AI Market Intelligence Desk. Track live AI news, model releases, and funding: [https://spidits.com](https://spidits.com)*