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AI-linked quality inspection to emission monitoring: Use cases offer scale-up potential for MSMEs

In the transition towards AI, officials said the key role will need to be played by MSMEs — over 76 million in number, of which about one-fifth are in manufacturing

artificial intelligence, MSMEs AI-linked use, artificial intelligence Quality control, artificial intelligence emission checks, MSMEs, MSMEs artificial intelligence use, MSMEs AI-linked use, Indian express news, current affairs“Productivity improvement in these sectors and MSMEs will matter far more for national income than incremental gains in already digitised sectors,” Kansal said.
Written by: Aanchal Magazine
4 min readNew DelhiFeb 18, 2026 09:27 AM IST First published on: Feb 18, 2026 at 02:01 AM IST

Artificial intelligence-enabled quality inspection to detect weaving or dyeing defects in real time in textiles, or predictive maintenance tools reducing machine downtime, or identifying the source of a specific solvent in a contaminated cough syrup, or real-time measurement using AI to track emissions, energy intensity rather than retrospectively — these were some of the case scenarios policymakers cited at the India AI Impact Summit on Tuesday.

These AI-linked interventions may not just help scale up manufacturing but also improve quality and competitiveness of the country’s industrial sector going ahead.

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In this transition towards AI, the officials said the key role will need to be played by micro, small and medium enterprises (MSMEs) — over 76 million in number, of which about one-fifth are in manufacturing.

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