Surveys: most manufacturers are still testing physical AI, and adoption is slower than expected

Aug 31, 2026 · Issue 5 · 5 sources, 5 articles

A TCS survey finds that most manufacturers are still at the testing stage of physical AI. TechRadar says industrial AI is being adopted faster than it works, while DirectIndustry asks whether factories are ready.

Who is affected and how

plant manager

The gap between pilots and scalable production should be addressed before investing, and success criteria set in advance.

engineer

Factories' data and integration readiness is the most common bottleneck.

Narrative: Industrial AI stuck in pilot phase

Sources

• TCS Survey Finds Most Manufacturers Still Testing Physical AI | ASSEMBLYassemblymag.com · Aug 31, 2026
• Why industrial AI is adopting faster than it’s working | TechRadartechradar.com · Sep 4, 2026
• Why Industrial AI Is Adopting Faster Than It Works (2026) - TechnoSports Media Grouptechnosports.co.in · Sep 6, 2026 · magyar
• Physical AI Leaves the Lab: Are Factories Ready? - DirectIndustry e-Magazineemag.directindustry.com · Sep 3, 2026
• Physical AI Leaves the Lab: Are Factories Ready?directindustry e-magazine · Sep 3, 2026

Machine-generated summary based on the titles and excerpts of the source articles. The facts come from the linked article.