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Notes from the plant floor

Field notes and write-ups from Indian plant floors, on process, quality, planning, maintenance and energy.

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Where Energy Efficiency Breaks Down on a Precision Manufacturing FloorPlant data

21 September 2026 · 9 min read

Where Energy Efficiency Breaks Down on a Precision Manufacturing Floor

Energy performance in precision manufacturing is shaped by operating decisions as much as equipment efficiency. This is where load timing, furnace utilisation, process constraints, handoffs, machine states, and production priorities come together.

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From metering to prescriptions: the intelligence gapPlant data

10 June 2026 · 5 min read

From metering to prescriptions: the intelligence gap

Most auto component plants have meters and SCADA. Few can tell a shift supervisor what to change tomorrow to save ₹50,000 this month. The gap is not data collection. It is translation to assigned action, verified on the bill.

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2025 energy reality check for Indian manufacturersEnergy

10 June 2026 · 2 min read

2025 energy reality check for Indian manufacturers

Tariffs, demand charges, and SEC pressure are reshaping unit economics. What plant heads should plan for in 2026.

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Weekend furnace holding: the silent cost in heat treatmentCost and margins

10 June 2026 · 6 min read

Weekend furnace holding: the silent cost in heat treatment

Batch furnaces held at soak over empty weekends can burn 15–25% of furnace energy with no parts scheduled. Industry benchmarks put ₹3–6L/month at risk for a typical three-furnace shop. Calendar-linked ramp-down fixes it without missing Monday dispatch.

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Why shift-start kills die casting marginsCost and margins

10 June 2026 · 6 min read

Why shift-start kills die casting margins

Furnace pre-heat overlap, holding loads, and the MD spike your incomer meter sees every morning add up in rupees. Industry benchmarks show 15–22% of billed maximum demand can trace to the first 30–40 minutes of shift start. Sequencing fixes it without capex.

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