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The Science and Application of Grinding Aids

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Dr SB Hegde discusses the importance of grinding aids as essential chemical additives that enhance cement grinding efficiency, reduce energy consumption and improve overall cement quality in the concluding part of his article.

Grinding aids represent a critical segment of the cement additives market, driven by their ability to enhance grinding efficiency, reduce energy consumption, and improve cement quality. The market dynamics of grinding aids vary significantly across regions, influenced by economic growth, cement production capacities and regulatory environments.

Global market size and growth projections
The global grinding aids market was valued at approximately US $ 1.2 billion in 2023 and is expected to grow at a CAGR of 5.5 per cent from 2023 to 2030, reaching nearly US $ 1.8 billion by 2030.
This growth is fueled by the increasing focus on energy efficiency and sustainable cement production practices worldwide.
Rapid urbanisation and infrastructure development, especially in emerging economies, are major growth drivers. Cement producers are increasingly adopting grinding aids to address rising energy costs, reduce carbon footprints, and improve production efficiencies. For instance, grinding aids have been shown to lower energy consumption by up to 25 per cent, making them a cost-effective solution for plants facing energy price volatility.

Regional trends: Developed vs. developing markets

  • Developed markets: Europe and North America represent mature markets for grinding aids. Europe, driven by stringent environmental regulations such as the EU Emissions Trading System (EU ETS), has witnessed a steady rise in the adoption of low-VOC and eco-friendly grinding aids. Leading players in these markets emphasise sustainability and compliance with regulatory frameworks, contributing to steady demand.
    In North America, the focus is on productivity enhancements in large-scale cement plants, with grinding aids used to achieve finer cement grades and support blended cement production.
  • Developing markets: Emerging economies in Asia-Pacific, the Middle East, and Africa exhibit the fastest growth in grinding aid adoption. The Asia-Pacific region accounted for over 40 per cent of global grinding aid consumption in 2023, with countries like India, China, and Vietnam leading the way. The rapid urbanisation, rising construction activity, and increasing cement production capacities in these regions are
    driving demand.

In Africa, grinding aids are gaining traction as manufacturers focus on optimising production costs in an environment of fluctuating raw material and energy prices.

Market size and adoption rate in India
India, the world’s second-largest cement producer, offers a significant growth opportunity for grinding aids. In 2023, the grinding aids market in India was valued at US$ 150 million, with a projected growth rate of over seven per cent CAGR through 2030. The adoption rate remains relatively low at smaller plants, which prioritise cost-saving over efficiency gains. However, leading manufacturers and integrated cement plants are increasingly embracing grinding aids, particularly for blended cement production.
Blended cements, such as Portland Pozzolana Cement (PPC) and Portland Slag Cement (PSC), account for more than 70 per cent of the Indian cement market. Grinding aids tailored for fly ash and slag-blended cements are in high demand, with some products delivering up to a 15 per cent increase in mill throughput and improved early strength development.

Emerging trends

  • Eco-friendly formulations: The growing demand for sustainable grinding aids has prompted companies to develop low-VOC and biodegradable alternatives.
  • Customised solutions: Grinding aid formulations are increasingly tailored to address specific raw material challenges and production processes, such as VRMs or high-SCM cement blends.
  • Digitalisation: Smart dosing systems integrated with real-time mill monitoring are enabling optimised grinding aid usage, ensuring consistent performance across diverse production conditions.

Bridging the Trust Gap
For cement plant operators, the quality and performance of grinding aids often appear as a ‘black box.’ The lack of transparency in the formulation and quality checks of these additives has historically limited trust and widespread adoption. Grinding aid manufacturers must address this issue by fostering transparency and providing detailed insights into the testing and validation of their products. This would not only instill confidence but also strengthen collaboration with cement companies.
Grinding aid producers should provide robust documentation outlining the physical and chemical characteristics of their formulations, supported by consistent performance data from laboratory tests, industrial-scale trials, and third-party validations. This transparency is essential to demystify grinding aids’ performance and demonstrate their effectiveness across diverse operational conditions.

Emerging innovations in grinding aid chemistry
The path forward for grinding aid manufacturers lies in innovation. Recent research highlights the potential of hybrid formulations combining traditional amines and glycols with advanced polymeric additives like polycarboxylate ethers (PCEs). These hybrid products can address specific challenges such as improving grindability in blended cements containing fly ash or slag, where traditional additives often underperform. Nano-engineering of grinding aids, incorporating nanoparticles for optimised dispersion and enhanced hydration kinetics, represents another promising avenue.

Leveraging AI for optimisation

The integration of artificial intelligence (AI) and machine learning tools into grinding aid application systems is reshaping the cement industry. AI-driven systems enable real-time optimisation of grinding aid dosages by analysing mill performance data, such as power consumption, throughput, and particle size distribution. For example, a cement plant in Europe reported a 15 per cent reduction in specific energy consumption and a 10 per cent
increase in mill throughput using AI-optimised dosing systems. This innovation reduces operational variability and improves the predictability of grinding aid performance.

Expectations from grinding aid producers
The cement industry demands more than just products; it seeks partnerships with grinding aid manufacturers. Key expectations include:
1. Customised formulations: Tailored products designed for specific raw materials, clinker compositions, and mill configurations to maximise efficiency and performance.
2. Eco-friendly additives: Grinding aids with low volatile organic compound (VOC) emissions and biodegradable ingredients that align with the industry’s sustainability goals.
3. Comprehensive technical support: On-site training and technical services to help plant operators understand grinding aid chemistry, application techniques and performance optimisation strategies.
4. Advanced quality control systems: Transparent testing protocols, including real-time quality assurance of grinding aids delivered to cement plants. Regular reporting of performance consistency through defined KPIs like grindability index and Blaine fineness is essential.

Role of cement companies in promoting grinding aid usage
Cement producers must take an active role in promoting grinding aid adoption. Sharing success stories of energy savings, improved mill performance, and enhanced cement quality can encourage industry-wide adoption. For example, an Indian cement manufacturer recently documented a 20 per cent improvement in 28-day compressive strength and a 10 per cent reduction in energy consumption with glycol-based additives, driving interest among peers.
Moreover, collaborative initiatives between cement producers and grinding aid manufacturers, such as joint research programs and knowledge-sharing forums, could lead to significant advancements in grinding technology. Organisations like the Cement Manufacturers’ Association of India and the World Cement Association can facilitate these partnerships.

Conclusion
Grinding aids play a pivotal role in modern cement manufacturing, offering significant advantages in energy efficiency, mill productivity and cement quality. Despite their transformative potential, adoption remains inconsistent due to challenges like raw material variability, operational concerns and limited trust in product formulations. Transparency and collaboration between grinding aid producers and cement manufacturers are critical to addressing these issues and fostering broader acceptance.
Innovations in grinding aid chemistry, including hybrid formulations and nano-engineered additives, have unlocked new possibilities for enhancing grindability and hydration performance. Meanwhile, advancements in artificial intelligence and data analytics have opened avenues for real-time optimisation, ensuring precise dosing and measurable cost savings. These developments underscore the evolving synergy between technology and grinding aid applications.
Globally, the grinding aid market is poised for growth, with developed regions leading adoption and emerging economies like India offering immense potential driven by infrastructure demands. However, tapping into these opportunities requires grinding aid producers to align with industry expectations. Cement manufacturers expect customised solutions, eco-friendly formulations, technical support and transparent quality assurance processes to build trust and confidence.
The path forward demands a collaborative approach. Grinding aid producers must continue investing in research and innovation while actively engaging with the cement industry to educate stakeholders and demonstrate measurable benefits. Concurrently, the cement industry must champion adoption through case studies, knowledge sharing, and regulatory support. Together, these efforts will ensure grinding aids fulfill their promise of enabling a more efficient, sustainable, and resilient cement manufacturing sector.

References
1. Gao, J., Zhang, S., Wang, X., & Ma, B. (2011). “Effect of organic grinding aids on cement properties and the analysis via liquid chromatography-mass spectrometry.” Construction and Building Materials, 25(8), 3600–3605.
2. Amritphale, S. S., Patel, M., & Singh, R. (2017). “Grinding aids: A study on their mechanism of action in cement grinding processes.” Indian Cement Review.
3. Cembureau – The European Cement Association. “Cement grinding optimisation through grinding aids.” Industry Report, 2023.
4. Flatt, R. J., & Schober, I. (2012). “Superplasticisers and the rheology of concrete.” International Journal of Cement Chemistry, 64(4), 91–109.
5. Mejeoumov, G. G. (2007). “Improved cement quality and grinding efficiency by means of closed mill circuit modeling.” PhD Dissertation, Texas A&M University.
6. Global Cement. “Advances in grinding aids: Market trends and new technologies.” Published October 2024.
7. Statista. “Global grinding aids market size and forecast (2023-2030).” Published March 2024.
8. Pal, B. K., & Rath, P. C. (2020). “Influence of grinding aids on particle size distribution, strength, and hydration of cement.” Journal of Materials Science and Applications, 45(2), 234–246.
9. Indian Cement Review. “Emerging market scope of grinding aids in India.” Published July 2023.
10. Zhang, H., Li, X., & Zhao, Y. (2022). “The role of grinding aids in improving cement hydration kinetics.” Journal of Advanced Materials Science, 17(6), 527–540.
11. Sika AG. “Technical Report on Polycarboxylate Ether (PCE) based grinding aids.” Published 2022.
12. Cement and Concrete Research. “AI-driven optimisation in cement grinding: Case studies and industrial applications.” Volume 152, 2023.
13. Taylor, H. F. W. (1997). Cement Chemistry (2nd Edition). Thomas Telford Publishing.
14. Indian Bureau of Mines (IBM). “Market trends and challenges in cement manufacturing.” Annual Report, 2024.
15. World Cement Association. “Sustainability in grinding aids and cement additives.” Published 2024.

About the author:
Dr SB Hegde, a global cement industry leader with over 30 years of experience, is a Professor at Jain College of Engineering, India, and a Visiting Professor at Pennsylvania State University, USA. Recipient of the ‘Global Visionary’ award, Dr Hegde advises India’s think tank CSTEP on hydrogen usage in cement and consults for major cement companies. He also serves on expert panels of key industry bodies and journals globally.

Concrete

UltraTech Cement expands green logistics with 600+ electric truck fleet

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The e-truck fleet will be used to transport five million MT of clinker and other key materials with potential of over 1,17,000 tonnes of net annual CO₂ reduction, displacing the equivalent of 39 million litres of diesel per year.

Mumbai

UltraTech Cement Limited, an Aditya Birla Group company and the world’s largest cement company by sales volume and capacity outside China, has announced that it will scale up its electric vehicle fleet in its logistics operations to 600+ EV trucks by December 2026.

UltraTech has signed service contracts with leading EV prime mover manufacturers including Tata Motors, Ashok Leyland, IPLTech, Energy in Motion and Sany, along with their subsidiaries and other third-party logistics providers, to deploy EV trucks.

The total fleet of 600+ EV trucks will transport about five million MT of clinker and other key materials per annum across Gujarat, Uttar Pradesh, Madhya Pradesh, Rajasthan, Chhattisgarh, Maharashtra and Odisha. Once fully operational, this fleet of over 600 EV trucks will enable a net annual CO₂ reduction of more than 1,17,000 tonnes, displacing the equivalent of 39 million litres of diesel per year.

K C Jhanwar, Managing Director, UltraTech Cement Limited, said, “UltraTech is expanding sustainability beyond its plants by adopting greener logistics solutions. This large-scale transition to green logistics underscores our focus on decarbonising every link of our value chain and supports our commitment to achieving Net Zero.”

UltraTech has been a pioneer in advancing sustainable transport in the cement sector, being the first cement company to deploy heavy-duty electric trucks for long-haul transport of clinker and other materials at scale. The company was among the first in India to introduce green logistics, deploying CNG trucks in 2021 and electric trucks in 2024. UltraTech currently operates 850+ trucks as part of its green logistics operations, including CNG and electric trucks.

UltraTech, with a grey cement capacity of over 200 MTPA in India, operates one of the country’s most complex logistics networks. Its electrification strategy covers the entire supply chain—from mine-to-plant movement to inter-plant transport of clinker and other key materials.

The $ 10 billion UltraTech, the cement flagship company of the Aditya Birla Group, has a total Grey Cement capacity of 205.5 MTPA and White Cement/Putty capacity of 3.2 MTPA. It is a signatory to the GCCA Climate Ambition 2050 and has committed to the Net Zero Concrete roadmap announced by GCCA.

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Protect Your Margins

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In a research-backed article, Dr SB Hegde examines why carbon-adjusted profitability and LC3 will decide the next set of winners in cement manufacturing.

The Indian cement industry has achieved world-class operational efficiency through lower specific energy consumption, high plant utilisation and a reduced average clinker factor of approximately 67.5 per cent. These traditional measures of operational excellence remain essential. However, they are no longer sufficient. Carbon now carries a measurable financial cost under India’s Carbon Credit Trading Scheme (CCTS) and under European carbon markets. Future leadership will be defined by carbon-adjusted profitability, the ability to generate strong returns while systematically lowering the carbon intensity of every ton sold.
Limestone calcined clay cement (LC3) offers a practical, scalable pathway to achieve this dual objective. By replacing up to 50 per cent of clinker with calcined clay and limestone, LC3 can reduce CO2 emissions by 30–40 per cent while delivering comparable or superior durability performance.
This article examines the technical foundations of LC3, European industrial practices, the emerging Indian carbon market and a concrete roadmap for Indian companies to embed carbon-adjusted metrics and LC3 into daily operations, incentives and commercial strategy.

Limits of traditional operational excellence
For many years, plant performance has been judged primarily by five indicators: specific heat consumption, specific power consumption, kiln and mill utilisation, clinker factor and overall equipment effectiveness. These metrics drove continuous improvement and helped the industry reduce energy use and increase the share of blended cement. Three structural changes have rendered them incomplete as sole measures of success.
First, carbon now carries a real or opportunity cost. Plants that improve volume or lower cash cost while raising or stagnating emissions intensity create a hidden liability that will surface as CCTS trading matures and as green procurement expands.
Second, lower-carbon products such as LC3 and high-performance blended cements are creating differentiated market segments. Customers in infrastructure, real estate and export-oriented construction are beginning to specify embodied-carbon limits.
Third, investors and lenders increasingly treat carbon intensity as a financial risk factor. Traditional KPIs can mask the divergence between short-term cash profit and long-term carbon-adjusted value.

What is carbon-adjusted profitability?
Carbon-adjusted profitability evaluates normal profit after explicit adjustment for carbon performance. A practical expression is:
Carbon-Adjusted EBITDA = Conventional EBITDA – Carbon Cost + Green Premium Income
Carbon cost may be an internal carbon price, the actual cost of purchasing Carbon Credit Certificates under CCTS, or the opportunity cost of high emissions relative to peers. Green premium income arises when customers pay more for verified lower-carbon cement or when the company sells surplus credits. Tracking both conventional and carbon-adjusted profit side-by-side gives management a clearer picture of value creation under evolving market rules.

Table 1. Traditional KPIs versus Carbon-Adjusted Leadership Metrics
Traditional Focus New Leadership Metric Why It Matters
Specific energy consumption Emissions intensity (kg CO2/t cement) Directly linked to future CCTS and CBAM costs
Kiln utilisation Carbon-adjusted contribution margin Reveals true value of incremental volume
Clinker factor Share of lower-carbon products sold (incl. LC3) Measures commercial success of the transition
Power cost per tonne Effective carbon cost per tonne sold Expose hidden liabilities
Absolute EBITDA Carbon-adjusted EBITDA + green premium Aligning profit with future market reality

LC3: Technical foundations and performance advantages
LC3 is a ternary blended cement that typically combines approximately 50 per cent clinker, 30 per cent calcined clay, 15 per cent limestone and 5 per cent gypsum (the classic LC3-50 formulation). The decisive technical advantage is that clay is calcined at 700–850 °C, far below the 1,450 °C required for clinker production. This lower temperature, together with the substantial reduction in clinker content, delivers CO2 reductions of 30–40 per cent relative to ordinary Portland cement (OPC).
Chemistry is synergistic. Calcined kaolinitic clay (metakaolin) reacts with calcium hydroxide from clinker hydration and with limestone to form additional C-A-S-H gel and carboaluminate phases. These phases densify the microstructure, reduce porosity and improve durability.
Field experience shows superior resistance to chloride ingress, sulphate attack and alkali–silica reaction. Early-age strength can match OPC with high-reactivity clays; later-age strengths routinely meet 42.5 and 52.5 grade requirements.
Importantly, LC3 does not require high-purity kaolin. Clays with 40 per cent or even lower kaolinite content can be activated successfully, expanding raw-material availability across India. Calcination can use adapted rotary kilns or dedicated flash calciners, making the technology compatible with existing plant infrastructure and far less capital-intensive than carbon capture.
Economic analyses show that LC3 can be produced at equal or lower cost than OPC in many locations because of reduced energy demand and cheaper clay. Life-cycle assessments consistently report 30–40 per cent lower embodied CO2 per tonne of cement.
Table 2. Comparative profile: OPC versus LC3-50
Parameter OPC LC3-50
Typical clinker content ~95 per cent ~50 per cent
CO2 emissions (relative) Baseline (≈0.85 t CO2/t cement process + fuel) 30–40 per cent lower
Clay calcination temperature Not applicable 700–850 °C
Key hydration products C-S-H, portlandite, ettringite C-A-S-H + carboaluminates
Chloride & sulphate resistance Good Superior
Production cost potential Baseline Equal or lower in most locations
Infrastructure compatibility Existing High (minor adaptations)

In India, commercial adoption has begun in earnest. JK Cement commenced the first commercial production of LC3 in the Indian subcontinent at its Mangrol plant in Rajasthan in 2025 under BIS standard IS 18189.
By early 2026, approximately 2,000 tonnes had been produced and sold, avoiding an estimated 500 tonnes of CO2. JK Lakshmi Cement followed with commercial launch of its Green PRO LC3 grade from the Jaykaypuram plant. As of mid-2026, two producers are supplying LC3 to the market. The first large-scale infrastructure application is the Noida International Airport (Jewar), where LC3 was used in the runway and a building complex, demonstrating full constructability and performance under demanding conditions. These early volumes are still small relative to national cement demand, but they mark the critical transition from pilot to commercial reality. Companies that scale capacity now will be positioned to capture both CCTS credits and emerging green-procurement demand.

Why the shift is accelerating
According to the World Bank’s State and Trends of Carbon Pricing 2026, direct carbon pricing now covers nearly 30 per cent of global greenhouse-gas emissions and generated more than US$107 billion in public revenue in 2025. The average global carbon price stands at approximately US$21 per tonne, although regional prices vary widely.
In Europe, the EU ETS price has traded near €80–85 per tonen in mid-2026. Free allocation for cement is being withdrawn in parallel with CBAM. European producers therefore face a clear signal: every tonne of avoided CO2 improves both compliance and competitiveness. Holcim has scaled calcined-clay production, including Europe’s first dedicated line at Saint-Pierre-la-Cour (France) and a second line in the Czech Republic (2026). Heidelberg Materials, Cementir (FUTURECEM) and others have commercialised low-clinker calcined-clay blends across multiple markets, showing that carbon-adjusted profitability is already reshaping capital allocation in the world’s most mature carbon market.India’s CCTS is now operational. Binding emission intensity targets apply to 186 cement facilities for FY 2025–26 and FY 2026–27. Average required reductions for integrated plants are modest (around 2.7 per cent by FY 2027), yet the direction is clear.
Trading of Carbon Credit Certificates is expected in the second half of 2026, with early prices likely in the `800–1,500 per tonne range. Plants that outperform targets can sell credits; those that underperform must buy them or face compensation. Cement is well positioned to be a net supplier of credits if clinker factor continues to fall through LC3 and other low-clinker systems.

Way forward for India
India starts from a strong baseline, world-class energy efficiency and a clinker factor already lower than the global average. The next competitive frontier is the deliberate reduction of process emissions through clinker substitution at scale. LC3 is uniquely suited to Indian conditions because suitable clays are widely distributed, the technology fits existing kiln and grinding infrastructure, and the resulting product can meet the performance demands of both infrastructure and building construction.
A practical national pathway contains five interlocking elements:

  1. Standards and acceptance: Accelerated finalisation and promotion of BIS specifications for calcined-clay and limestone–calcined-clay cements will remove a key barrier to commercial uptake. Alignment with European practice (EN 197-5) can facilitate knowledge transfer and export readiness.
  2. Supply-chain development: Investment in flash calcination capacity and systematic characterisation of regional clay deposits will secure reliable, low-cost feedstock. Existing rotary kilns can be adapted for initial volumes while dedicated calciners are built.
  3. Incentive alignment: Part of variable compensation for plant managers, sales teams and senior leadership should be linked to emissions intensity reduction and to the volume of lower-carbon products (including LC3) sold. Without this link, traditional volume and cost targets will continue to dominate behaviour.
  4. Product-level carbon accounting: Reliable measurement of emissions intensity at the individual cement grade level, supported by third-party verification where required, is essential for both CCTS compliance and credible green claims.
  5. Demand-side pull: Green public procurement policies that specify maximum embodied-carbon thresholds for major infrastructure projects will create a predictable market for LC3 and other low-carbon cements, accelerating scale and cost reduction.
    Companies that treat LC3 as a strategic product line rather than a niche offering will be better positioned to generate surplus Carbon Credit Certificates, capture any emerging green premium, and protect margins as carbon costs rise.

Organisational changes required
Technical capability alone is insufficient. Three organisational shifts are required.
Daily management: Emissions intensity must appear on the same daily and monthly dashboards as heat consumption, power consumption and utilization. Plant reviews should examine both conventional and carbon-adjusted results.
Incentives: A meaningful portion of bonuses for plant heads, technical teams and sales leadership should be tied to lower emissions intensity and successful commercialisation of LC3 and other low-carbon grades.
Commercial approach: Sales teams need clear volume and pricing targets for lower-carbon products, supported by technical service that helps customers specify and place the material correctly. Without commercial pull, excellent technical performance remains under-utilised.

Table 3. Three-stage roadmap to carbon-adjusted profitability
Time Horizon Priority Actions Expected Outcome
Next 12 months Add emissions intensity to plant dashboards; establish internal carbon price; initiate LC3 pilot production and customer trials Visibility and early organisational learning
12–24 months Revise incentive systems; scale LC3 and other low-carbon grades to key accounts; secure third-party verification capability People and sales aligned with carbon goals
24–36 months Embed carbon-adjusted metrics in board reporting and capital allocation; expand calcined-clay capacity Full system integration and competitive advantage

Questions senior leaders should ask
Boards can accelerate the transition by insisting on answers to a short list of questions:
• Is our carbon-adjusted profit improving, stable or declining relative to conventional EBITDA?
• Did recent volume growth improve or worsen our emissions intensity?
• What share of sales already comes from lower-carbon products, including LC3, and what is the trajectory?
• How exposed is our capital expenditure plan to rising carbon costs under CCTS and potential CBAM-related requirements?
• Do our incentive systems still reward only volume and cost, or have they been updated to include carbon performance?
Treating carbon with the same seriousness as energy cost or kiln utilization does not diminish operational excellence; it expands the definition of excellence to match the new competitive reality.

Looking ahead
By 2030 the gap between leading and lagging cement companies will not be decided by who records the lowest specific heat consumption. It will be decided by who delivers the strongest carbon-adjusted profits.
Absolute emissions may still rise as national production grows. That is not the issue. Companies that reduce intensity year after year and successfully sell cleaner products will pull ahead in both domestic and export markets. Those that do not will fall behind, even if their traditional efficiency numbers look strong.
Operational excellence built the Indian cement industry. It remains the foundation. It is no longer the complete picture. Carbon-adjusted profitability is the clearer measure of success.
LC3 is not a distant technology. It is available now. It cuts CO3 by 30–40 per cent, works with existing plants, and is already in commercial production in India. Companies that treat it as a strategic product, not a pilot, will protect their margins and generate tradable credits.
Leaders who act now will place carbon metrics on daily dashboards, link incentives to intensity reduction and LC3 sales, invest in calcined-clay capacity, and build commercial capability to sell lower-carbon products. They will shape the next chapter of the industry.

References

  1. World Bank. (2026). State and Trends of Carbon Pricing 2026. Washington, DC: World Bank Group.
  2. International Carbon Action Partnership (ICAP). (2026). India Carbon Credit Trading Scheme – Status and Coverage. Berlin: ICAP.
  3. Ministry of Environment, Forest and Climate Change / Bureau of Energy Efficiency. (2025). Greenhouse Gases Emission Intensity Target Rules, 2025. New Delhi: Government of India.
  4. Scrivener, K., Martirena, F., Bishnoi, S., & Maity, S. (2018). Calcined clay limestone cements (LC3). Cement and Concrete Research, 114, 49–56.
  5. RMI. (2024). The Business Case for LC3. Rocky Mountain Institute.
  6. European Commission. (2026). EU Emissions Trading System – Allowance Price Data and Free Allocation Phase-out Schedule. Brussels.
  7. Holcim. (2025–2026). Scaling Calcined Clay for Sustainable Building – Corporate Updates on European and Latin American Capacity. Zurich: Holcim Ltd.
  8. LC3 Project / EPFL. (2026). LC3 – A Guide to Best Practices for Scalable, Affordable and Sustainable Low-Carbon Building. Lausanne: École Polytechnique Fédérale de Lausanne.
  9. Business Today / Industry Reports. (2026). First Large-Scale LC3 Application at Noida International Airport, Jewar. New Delhi.
  10. NITI Aayog / Industry Analyses. (2026). Roadmap and Baseline Performance Indicators for the Indian Cement Sector. New Delhi.
  11. Springer / Innovative Infrastructure Solutions. (2026). LC3 Systems: A Review of Chemistry, Performance, Durability and Sustainability toward Market Adoption.
  12. Cementir Holding / Industry Sources. (2025–2026). FUTURECEM and Related Low-Clinker Technologies in Europe.
  13. Climate Risk Horizons & Independent Analyses. (2026). Assessment of Emission Intensity Targets under India’s CCTS for Cement and Other Hard-to-Abate Sectors.
  14. GCCA / TERI. (Various years). Decarbonization Roadmaps for the Indian Cement Industry.
  15. EN 197-5:2021. Cement – Part 5: Portland-composite cement CEM II/C-M and Composite cement CEM VI. European Committee for Standardization.

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More Oversight Makes Cement Plants Less Safe

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Dijam Panigrahi makes a counterintuitive but data-backed argument that routing every sensor alert through human approval does not make cement plants safer.

India’s cement industry has spent the last two years wiring kilns, mills and coolers with sensors and automated control systems, and the safety case for doing so is strong on paper. Contract workers still make up the majority of the industry’s workforce, and fatal accidents remain a recurring problem. The Indian National Cement Workers Federation has noted that around 83 per cent of workers in the sector hold precarious positions, a fact that resurfaced after an oxygen cylinder explosion killed three contract workers at a plant in Chhattisgarh.
Industry tallies compiled by IndustriALL found cement plants recorded at least seventeen accidents in one year with 21 workers killed, and ten accidents the following year with nine killed, most of them contract staff. Automated monitoring, in theory, closes that gap. A sensor never gets complacent and never skips a check because a shift is short staffed.
However, plants that respond by routing every anomaly reading to a person for approval are quietly building a system that fails the same way understaffing does. When operators receive dozens of flagged deviations a shift, most of them minor, they learn a simple lesson: the fastest way through the queue is to approve without reading closely. The safety benefit disappears, not because the technology failed, but because the humans supervising it adapted to the volume.

Why alerts get ignored
A study cited by manufacturing technology publisher Applied SmartFactory found more than 95 per cent of alarms in a semiconductor fab were low priority, and only about 4 per cent ever triggered an action, with just 100 out of 5,000 alarms accounting for 70 per cent of all alarm activity. The mechanism is the same whether the trigger is a vibration sensor or an AI model flagging a kiln temperature swing. Once the ratio of noise to signal crosses a threshold, workers stop treating the system as a decision aid and start treating it as a formality to clear.
The scale of AI deployment underway makes this more than a theoretical risk. Stanford’s 2026 AI Index Report found organisational adoption of AI has reached 88 per cent, even as documented AI incidents rose to 362 in 2025, up sharply from 233 the year before, according to analysis of the report. The Index also found only about a third of organisations have adopted a formal governance framework, with NIST’s AI Risk Management Framework cited by 33 per cent and ISO/IEC 42001 cited by 36 per cent.
Most manufacturers are deploying monitoring systems faster than they are building the judgment for when a flagged event actually needs a person’s attention. In India, plants run by JK Cement have begun pairing CCTV feeds with AI to define safe zones around heavy machinery, a promising direction that still depends on operators trusting and reading the alerts the system generates.

A three-tier model for cement plant
The fix is not less monitoring or more monitoring. It is classifying decisions by risk and by novelty, rather than treating human oversight as a single switch that is either on or off. A workable model sorts factory floor events into three tiers.
The first tier, proceed, covers deviations the plant has seen before that fall within known safe bounds, such as a kiln feed rate adjustment within an established range. These should run without a stop for approval, because routing them to a person only trains that person to click through.
The second tier, pause, covers events that are unusual but not yet dangerous, such as a vibration reading trending toward a limit or a fuel blend shifting outside its typical mix. These warrant a brief human check before the system proceeds, giving an operator the chance to apply judgment the model does not yet have.
The third tier, escalate, covers events that are both high risk and unfamiliar, such as a pressure reading combined with a temperature spike that has no close precedent in the plant’s history. These should stop the process entirely and require a decision from someone with the authority to shut down a line.

Who should set the threshold
Where these tiers get drawn matters as much as the framework itself. Threshold setting is frequently handed to the vendor supplying the monitoring software or to a plant’s IT department, both of which understand the technology but not the specific tolerances of a given kiln, mill or line. Operations staff, who know that a particular grinding unit runs hotter under monsoon humidity or that a calciner behaves differently after a refractory reline, are better positioned to calibrate what counts as routine on their own equipment.
Handing threshold ownership to operations does not remove IT or vendors from the process, but it puts the calibration decision closest to the people who live with its consequences on the floor.

Signals that oversight is actually working
A few concrete indicators reveal whether a monitoring setup is functioning as intended or simply providing the appearance of safety. The escalation rate over time is the first: a rate that stays flat or climbs slowly as operations mature is healthy, while one that spikes and then falls sharply often means operators have started overriding the system rather than engaging with it. Time to resolution is the second: escalations that take progressively longer to close suggest fatigue or confusion about ownership, not diligence. The third, and most telling, is how accurate the system’s own uncertainty estimates turn out to be, meaning whether events flagged as high risk actually correlated with real incidents, and whether events waved through stayed incident free. A system whose escalations do not track with actual outcomes trains operators toward the same complacency that unmonitored equipment produces.
None of this argues against automation in Indian cement manufacturing, where a labor structure built on contract work and a track record of serious accidents make better monitoring an urgent need. It argues for treating human oversight as a design problem with three distinct settings, rather than a single
dial turned up whenever a plant wants to look safer on paper.

About the author:
Dijam Panigrahi, Co-founder and COO, GridRaster, is a spatial computing platform for industrial enterprises and manufacturers.

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