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Insights from Raunak Bhinge, Managing Director and Co-founder, Infinite Uptime highlight how industrial AI systems often fail to deliver measurable results, pointing to gaps in contextualization, trust, and integration with operational workflows.Read more
AI-powered anomaly detection enables manufacturers to identify equipment issues early, reduce downtime and improve maintenance efficiency by analysing complex sensor data beyond traditional monitoring methods, notes Rachel Johnson, Principal Product Manager, MathWorks.Read more
Sensors are the links between the digital and the real world. Therefore, sensor technology - a key mechanical engineering component - is one of the most important factors in the implementation of Industry 4.0, says Annedore Bose-Munde.Read more


INDUSTRIAL PRODUCTS FINDER (IPF) is India’s only industrial product portal. Referred to as the ‘Bible’ of the manufacturing sector in India,

INDUSTRIAL PRODUCTS FINDER (IPF) is India’s only industrial product portal. Referred to as the ‘Bible’ of the manufacturing sector in India,
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INDUSTRIAL PRODUCTS FINDER (IPF) is India’s only industrial product portal. Referred to as the ‘Bible’ of the manufacturing sector in India,

INDUSTRIAL PRODUCTS FINDER (IPF) is India’s only industrial product portal. Referred to as the ‘Bible’ of the manufacturing sector in India,
Hi There!
Now get regular updates from IPF Magazine on WhatsApp!
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