30-40%
Share of energy in manufacturing cost
TERI steel sector review

Steel & metals
AI enables steel manufacturers to manage fuel- and power-intensive operations at scale, where energy balance and operating discipline directly determine cost competitiveness, throughput stability, and operational consistency - with bill-verified savings.
Energy challenges
Steel production is inherently energy-intensive, with energy cost tightly coupled to profits. Even small deviations during operation quickly translate into higher energy losses and margin pressure.
30-40%
Share of energy in manufacturing cost
TERI steel sector review
3-5%
Minor instability causes measurable energy loss
Small deviations compound into sustained losses
60-70%
Captive power energy drives production margins
Fuel-power balance determines competitiveness
Actionable energy intelligence
The platform identifies and prescribes actions on where energy value typically sits across processes and utilities. Reference ranges - your pilot replaces them with verified numbers.
01 · Selected area
Holding power between heats and power factor penalties - schedule and PF sequencing prescriptions.
Example prescriptions
Illustrative actions from secondary steel and rolling benchmark Your pilot generates prescriptions from your meters and bill.
Furnace held at full power 45 minutes between heats with no pour scheduled. Setback schedule aligned to production calendar.
₹3-8L/month
Assigned: Furnace operator / electrical
Four stands restarted simultaneously at 06:30 - incomer MD breached by 220 kVA. Stagger over 15 minutes.
₹4-10L/month
Assigned: Rolling mill supervisor
CW pumps at 100% flow with 40% rolling output. VFD setpoint adjustment - capital action ranked by payback.
₹1.5-4L/month
Assigned: Utilities / maintenance
Impact ranges are benchmark estimate External reference: Zerowatt integrated plant case at enterprise scale [external] - Stamped targets mid-market induction and rolling plants.
Integration
MD windows and furnace holding patterns from bill data alone - first prescriptions within two weeks.
Heat schedules, rolling output, and kWh aligned - SEC baselines per route with PAT evidence support.
Same playbook as automotive heat treatment and forging - one platform for multi-process metal plants.
SEC improvement tracked and verified - informational support for PAT discipline, not compliance consulting.
Process routes
Secondary steel, rolling mills, and forging-adjacent plants - expand each route for typical leaks and prescriptions.

Induction and EAF routes where holding load between heats and PF penalties inflate the bill without production output.
Typical challenges
How Stamped helps
₹3-8L
Monthly holding waste recoverable
5-12%
PF penalty reduction potential

Rolling mills where simultaneous stand startup creates MD spikes and SEC varies by product mix without baseline tracking.
Typical challenges
How Stamped helps
₹4-10L
Monthly MD savings potential
8-17%
SEC improvement benchmark

Forging and foundry operations overlapping automotive heat treatment and forging playbooks - same prescription patterns, steel cluster context.
Typical challenges
How Stamped helps
₹2-6L
Monthly holding savings
12-22%
MD reduction potential
What you gain
Benchmark band External SEC wins cited with attribution only.
Prescriptive AI keeps furnaces and rolling processes within efficient operating windows, reducing avoidable energy loss during real production by 5-10
AI detects captive power generation inefficiencies early and prescribes corrections before small deviations escalate into sustained cost losses, reducing per-unit energy cost by almost 5
Actionable insights guide operators on what to adjust and when, reducing reliance on manual judgment and delayed interventions.
Continuous monitoring keeps SEC of large utilities such as pumps, compressors, and cooling systems within efficient limits, cutting unplanned utility downtime by 10-15
FAQ
Holding power between heats can run 30-50% of furnace electricity with no production outpu Stamped quantifies this per furnace and assigns setback schedules with monthly rupee impact.
Stamped tracks SEC improvement with bill-verified M&V - a ledger for management and PAT evidence. Stamped is prescriptive intelligence, not PAT consulting or audit services.
Phase 1-2 focus is secondary steel, rolling, and forging (₹10L-₹1Cr+/mo electricity ). Integrated BF route plants with enterprise-scale bills require a different sales motion - we qualify honestly on discovery calls.
Next step
Discovery call: meters, main loads, PAT context - we outline a pilot if the numbers justify it.