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AI infrastructure in Action: Think Digital Act Hybrid
AI infrastructure in Action: Think Digital Act Hybrid

Time of India

time27-06-2025

  • Business
  • Time of India

AI infrastructure in Action: Think Digital Act Hybrid

Do you know that Indian factories now pour around ₹5.7 trillion every year—about US $69 billion—just into keeping their machines running? World-Bank data put India's 2023 manufacturing output at US $461 billion, and maintenance-economics studies show that routine upkeep typically consumes about 15 percent of production cost even in well-run plants. The drain deepens whenever equipment fails without warning. A nationwide reliability survey found that 88 percent of industrial sites suffer at least one unplanned outage every month, and every lost hour costs the average plant roughly ₹7 million in scrap, overtime and idle labour. Pharmaceutical facilities feel the pain most sharply: recent research tracking disruption across life-science manufacturers shows downtime incidents lasting eight hours or more and losses that can top £5 million—about ₹52 crore—per hour once sterility has been breached. The good news is that the numbers flip when factories move from calendar-based greasing to data-driven care. A cross-industry study of predictive-maintenance programmes reports about a 25 percent cut in maintenance spend and a 10–20 percent boost in equipment availability after plants fitted vibration, temperature or energy sensors and began using machine-learning models to flag anomalies early . Multiply those averages across India's manufacturing ledger and more than a trillion rupees a year could stay on the shop-floor instead of vanishing into unplanned downtime. For decision makers in manufacturing industry, the route to those gains is straightforward. Begin by mapping which utilities / equipment / asset have the greatest impact on production integrity and uptime, then put continuous, always-on guardrails around that short list first. Feed the resulting data into a secure, vendor-neutral platform so operations, quality and IT share one source of truth; let anomaly alerts open work orders automatically; wrap the flow in zero-trust policies. Field evidence shows every rupee invested in this disciplined approach returns three to five rupees in avoided downtime while simultaneously hardening the plant's cyber posture. Several Indian manufacturers have already moved from pilot to production with exactly this playbook—most notably Dr. Reddy's Laboratories , which chose Kyndryl as its partner to make the vision real. This is the logic behind the partnership announced in April 2025 between Kyndryl and Dr. Reddy's Laboratories. Under the agreement, Kyndryl is deploying its open integration platform, Kyndryl Bridge, to monitor every data-centre workload and every production asset across the pharma major's global network. The goal is a Zero-Touch operations model that uses AI to predict failures, trigger auto-remediation and cut manual interventions by about 60 percent, all from a single analytics dashboard that also simplifies compliance reporting. Where traditional industrial-automation companies focus on selling the drives, controllers and sensors themselves, Kyndryl lives in the connective tissue: it ingests raw analogue loops alongside modern digital tags, normalises them into secure MQTT or OPC UA streams, applies zero-trust policies so a IoT device can talk to the cloud without inviting ransomware, and keeps the entire hybrid stack patched and audited 24 × 7. In short, plants that wait for machines to fail pay twice—once for emergency repairs and again for lost production. Plants that 'sense analogue, think digital and act hybrid,' with services like Kyndryl's stitching old and new together, turn maintenance from a cost centre into a fountain of uptime, yield and margin. In a market where a single afternoon of sterile downtime can erase a quarter's profit, adopting Industry 4.0/5.0 maintenance is no longer an experiment; it is a balance-sheet imperative. The author is Kaustubh Ramchandra Purohit, Customer Technology Advisor, Kyndryl IndiaNote: This article is a part of ETCIO'S Brand Connect Initiative.

June 20, 1985, Forty Years Ago: $4 bn aid for India
June 20, 1985, Forty Years Ago: $4 bn aid for India

Indian Express

time20-06-2025

  • Politics
  • Indian Express

June 20, 1985, Forty Years Ago: $4 bn aid for India

The Aid-India consortium pledged total assistance of four billion dollars to India during the fiscal year 1985-86, which represents an increase of over five per cent in real terms. India will get 3.9 billion dollars in terms of Special Drawing Rights (SDR) as against 3.7 billion dollars last year. This is an increase of 200 million dollars or 5.5 per cent in real terms. In pledging four billion dollars, the World-Bank led consortium has maintained its assistance to India at approximately last year's level. Pak criticises India India expressed 'regret' at the statement of Pakistan's Minister of State for Foreign Affairs, Zain Noorani, about the human rights of Indian Muslims. An official spokesperson said, 'we regret that the minister should have spoken in such terms about India's internal affairs.' Noorani had made the statement while referring to the anti-reservation agitation in Gujarat. He alleged that the state government has instigated a communal riot to divert attention from the agitation. Cong chief killed The city Congress (I) president, Neta Hakimuddin, was shot dead by unidentified assailants on the Prahlad Nagar road in Meerut. The DIG, police, Nathu Lal told PTI that the Congress (I) leader, who was riding on a rickshaw, was shot from point-blank range by some persons. The bullets hit him on the temple and he died on the spot, he said. The assailants managed to escape.

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