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Automation Pulse / Modelled live projection

The world is quietly rewiring how work gets done.

A living model of AI and workflow automation movement across businesses, industries, and regions. Every number is marked as estimated so the signal stays useful and honest.

WORLD~12.4M

Businesses moving toward AI-assisted operations

MODELLED LIVE PROJECTION / LAST MODEL UPDATE Aug 2026
Malaysia~214Kbusinesses

19% estimated adoption · Operations + workflow automation

Modelled coverage / updated Aug 2026
MALAYSIAUNITED ARAB EMIRATESOMANINDIAAUSTRALIAEUROPENORTH AMERICA

Industry signal spectrum

Where repeated work is becoming automatable.

Manufacturing29% estimated adoption

production visibility, QA, maintenance, and planning loops

Connect factory events to management decisions. / higher confidence / modelled

Automation adoption trajectory

Global adoption is moving. Malaysia follows the same curve.

2022202320242025202620272028
GLOBAL MALAYSIAProjected years use lower-opacity modelled paths.