{"id":38123,"date":"2026-03-11T22:46:18","date_gmt":"2026-03-11T22:46:18","guid":{"rendered":"https:\/\/www.argonandco.com\/?post_type=article&#038;p=38123"},"modified":"2026-03-11T23:02:16","modified_gmt":"2026-03-11T23:02:16","slug":"constraint-to-control-in-asset-intensive-industries","status":"publish","type":"article","link":"https:\/\/www.argonandco.com\/en\/news-insights\/articles\/constraint-to-control-in-asset-intensive-industries\/","title":{"rendered":"Constraint to control in asset intensive industries"},"content":{"rendered":"<p><span class=\"TextRun SCXW15951196 BCX0 intro intro--medium\" lang=\"EN-AU\" xml:lang=\"EN-AU\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW15951196 BCX0\">From bottlenecks to flow in integrated production systems<\/span><\/span><\/p>\n<p><span class=\"TextRun SCXW122390249 BCX0\" lang=\"EN-AU\" xml:lang=\"EN-AU\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW122390249 BCX0\">Every production system has a constraint, and\u00a0<\/span><span class=\"NormalTextRun SCXW122390249 BCX0\">it\u00a0<\/span><span class=\"NormalTextRun SCXW122390249 BCX0\">moves<\/span><span class=\"NormalTextRun SCXW122390249 BCX0\">\u00a0over time. How do we fix the\u00a0<\/span><span class=\"NormalTextRun SCXW122390249 BCX0\">operation<\/span><span class=\"NormalTextRun SCXW122390249 BCX0\">\u00a0instead of endlessly firefighting bottlenecks?<\/span><\/span><span class=\"EOP SCXW122390249 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun SCXW101375792 BCX0\" lang=\"EN-AU\" xml:lang=\"EN-AU\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW101375792 BCX0\">GMs will tell you they are hitting their targets, and most will have KPIs to prove it. But total throughput still sits 5 to 15% below nameplate, quarter after quarter.<\/span><\/span><\/p>\n<p><span class=\"NormalTextRun SCXW142514317 BCX0\">T<\/span><span class=\"NormalTextRun SCXW142514317 BCX0\">he performance gap often lives in the handoffs between assets.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-38124\" src=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_2974-300x225.jpeg\" alt=\"\" width=\"401\" height=\"301\" srcset=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_2974-300x225.jpeg 300w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_2974-1024x768.jpeg 1024w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_2974-768x576.jpeg 768w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_2974-1536x1152.jpeg 1536w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_2974-2048x1536.jpeg 2048w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_2974-400x300.jpeg 400w\" sizes=\"auto, (max-width: 401px) 100vw, 401px\" \/><\/p>\n<h3>The pattern we see<\/h3>\n<p><span data-contrast=\"none\">Local optimisation wins at the expense of system throughput.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:360,&quot;335559739&quot;:200}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">&#8220;<\/span><i><span data-contrast=\"none\">Our mines might hit 110% of a weekly target by clearing waste early and producing ore later but starving the crusher on some shifts.\u201d- Mine GM<\/span><\/i><span data-contrast=\"none\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Lean principles designed for tight-tolerance\u00a0industrial manufacturing\u00a0get applied to high-variability operations and &#8220;eliminate waste&#8221; slowly becomes &#8220;eliminate the buffers that protect flow&#8221;. Stockpile strategies designed for an earlier era still govern operations running at much higher throughput. Buffers sit in the wrong places and constraint starvation becomes a way of life.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">&#8220;<\/span><i><span data-contrast=\"none\">We are great at protecting the plan shift by shift, but we have lost the ability to recover the weekly plan for the losses that regularly happen.&#8221;\u00a0&#8211;\u00a0Mine Planning GM<\/span><\/i><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Quarterly forecasts assume smooth production. Daily reality deals with breakdowns, weather, and geology. Without the freedom to run hard when conditions are good, each disruption becomes a permanent loss.<\/span><\/p>\n<h3>What it costs<\/h3>\n<p><span data-contrast=\"none\">I have seen these patterns play out from inside three recent engagements.\u00a0At one large iron ore operation, this pattern ran for a decade. Nameplate capacity was never reached. The system bled over $1 billion a year in revenue across 12 to 15 million tonnes of lost production. Three failure modes drove it.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"none\">Stockpile strategy had not scaled with throughput growth, starving the constraint of feed.<\/span><span data-ccp-props=\"{&quot;335559685&quot;:714,&quot;335559739&quot;:120,&quot;335559991&quot;:357}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"none\">Low-cost ROM rehandle moves that would have enabled high-value shipments were avoided.<\/span><span data-ccp-props=\"{&quot;335559685&quot;:714,&quot;335559739&quot;:120,&quot;335559991&quot;:357}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"10\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"none\">Over-specified blend requirements locked out lower-grade ore bodies.<\/span><span data-ccp-props=\"{&quot;335559685&quot;:714,&quot;335559739&quot;:120,&quot;335559991&quot;:357}\">\u00a0<\/span><\/li>\n<\/ul>\n<p><span data-contrast=\"none\">At an aluminium smelter, the constraint\u00a0moved\u00a0three times in twelve months. It moved from\u00a0the rodding\u00a0furnace to the tapping cycle\u00a0and then\u00a0to the main furnaces.\u00a0The team followed the constraint each time it moved. Utilisation lifted from 80% to 95% in one year.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-38128\" src=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0429-300x225.jpeg\" alt=\"\" width=\"337\" height=\"253\" srcset=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0429-300x225.jpeg 300w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0429-1024x768.jpeg 1024w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0429-768x576.jpeg 768w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0429-1536x1152.jpeg 1536w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0429-2048x1536.jpeg 2048w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0429-400x300.jpeg 400w\" sizes=\"auto, (max-width: 337px) 100vw, 337px\" \/><\/p>\n<p><span class=\"TextRun SCXW10488120 BCX0\" lang=\"EN-AU\" xml:lang=\"EN-AU\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW10488120 BCX0\">Industry research shows that 80% of major capital projects blow their budget by 40% and their schedule by 20%. On one offshore platform<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">\u00a0construction project<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">\u00a0we worked on<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">,\u00a0<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">digital twin\u00a0<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">simulation testing during design slowed the\u00a0<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">early stages<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">\u00a0but\u00a0<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">contributed to an overall<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">\u00a0CAPEX<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">\u00a0cut of<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">\u00a0<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">roughly 30%<\/span><span class=\"NormalTextRun SCXW10488120 BCX0\">. The facility hit schedule and reached 10.5 million hours without a lost time injury.<\/span><\/span><span class=\"EOP SCXW10488120 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<h3><span class=\"TextRun SCXW247297549 BCX0\" lang=\"EN-AU\" xml:lang=\"EN-AU\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW247297549 BCX0\">Why &#8220;fix the bottleneck&#8221; is not enough<\/span><\/span><span class=\"EOP SCXW247297549 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:120,&quot;335559739&quot;:120}\">\u00a0<\/span><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-38132\" src=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0243-300x244.jpeg\" alt=\"\" width=\"300\" height=\"244\" srcset=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0243-300x244.jpeg 300w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0243-1024x833.jpeg 1024w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0243-768x625.jpeg 768w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0243-1536x1250.jpeg 1536w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0243-2048x1667.jpeg 2048w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/IMG_0243-400x326.jpeg 400w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><span data-contrast=\"none\">Fixing one bottleneck shifts the constraint somewhere else.\u00a0In a tightly coupled system, the constraint migrates.\u00a0If you only solve locally, you chase it from one handoff to the next and never reach\u00a0nameplate.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">The mindset\u00a0required\u00a0is to protect the plan and recover it by adapting as conditions change. Treat disruptions as part of the operating rhythm and build recovery into every shift. Align the team around system throughput, not individual targets. Size and place buffers to protect the constraint.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">This is where Value Stream Mapping meets Theory of Constraints. Both have been around for decades. The difference is applying them end to end. Pit to port. Well to refinery. Smelter pot to cast house.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<h3>See the whole chain, then act on the constraint<\/h3>\n<p><span data-contrast=\"none\">Applied end to end, the value stream map makes the constraint visible. It shows where material waits, where handoffs break, and where lead time accumulates. It also reveals where Lean has been misapplied, buffers stripped out in the name of waste reduction that were protecting throughput.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">This is where Theory of Constraints and Lean work together rather than against each other. Lean maps the flow and\u00a0eliminates\u00a0genuine waste. Theory of Constraints\u00a0identifies\u00a0the bottleneck and protects it with strategic buffers. In a high-variability operation, both disciplines are needed. The map finds the problem. The buffers keep the system moving.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<h3>Argon uses\u00a04D+R<\/h3>\n<p><span data-contrast=\"none\">Diagnose. Define. Design. Deliver. Reset.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">We start by diagnosing the real constraint in the field\u00a0and\u00a0where to focus, define the target condition, design the buffers and controls, deliver the change with operations, and reset when the constraint moves.\u00a0<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<p><span data-ccp-props=\"{}\">\u00a0<\/span><span data-contrast=\"none\">Each pass tightens the system and gives operations more control over what\u00a0actually drives\u00a0throughput.\u00a0Bring data, analytical tools, and operational experience.\u00a0Map the current state on the ground. Not from a conference room.\u00a0Walk the flow,\u00a0stand\u00a0and\u00a0observe, time it yourself. When the constraint shifts, and it will, reset and run the cycle again.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><cite><i><span data-contrast=\"none\">&#8220;A day in the field is worth five in the office.&#8221; At one smelter, walking and timing the process end to end with the new GM uncovered performance gaps that no data system had surfaced.\u00a0\u2013 David Rotor<\/span><\/i><span data-ccp-props=\"{&quot;335559685&quot;:720,&quot;335559737&quot;:720,&quot;335559738&quot;:200,&quot;335559739&quot;:200,&quot;335572083&quot;:6,&quot;335572084&quot;:10,&quot;335572085&quot;:3473547,&quot;469789810&quot;:&quot;single&quot;}\">\u00a0<\/span><\/cite><\/p>\n<h3>From static maps to digital twins<\/h3>\n<p><span data-contrast=\"none\">A value stream map captures a snapshot.\u00a0A digital twin lets you act in real time. But digitise bad logic and you\u00a0don\u2019t\u00a0solve\u00a0the problem.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">At one lead smelter, management invested in a digital twin that failed. Our team found over 2,000 sensors, temperature, noise, vibration, flow, that had never been properly calibrated since installation. Once replaced or recalibrated, recoveries lifted from the mid 80s to the low 90s where they continue to sit. The twin did not fail because the technology was wrong. It failed because the fundamentals underneath it were broken.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">Start with the manual VSM. Lock in good logic before you digitise it. Walk the process and get operator insights. When the foundation is right, the digital twin gives you what a quarterly mapping workshop never can. Continuous visibility, automated recovery triggers, and predictive intervention instead of reactive problem solving.<\/span><\/p>\n<h3>Where to start<\/h3>\n<p><span data-contrast=\"none\">Three entry points, depending on what the operation needs.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">If a single bottleneck is losing value, start with the constraint. If coordination across the system is the problem, start with flow and VSM. If you are building new, start with both the VSM and the digital twin. Each\u00a0builds\u00a0on the discipline before it. You cannot digitise what you have not mapped, and you cannot map what you have not diagnosed.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-38136\" src=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/HI-DR-300x169.jpg\" alt=\"\" width=\"531\" height=\"299\" srcset=\"https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/HI-DR-300x169.jpg 300w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/HI-DR-1024x576.jpg 1024w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/HI-DR-768x432.jpg 768w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/HI-DR-400x225.jpg 400w, https:\/\/www.argonandco.com\/wp-content\/uploads\/2026\/03\/HI-DR.jpg 1280w\" sizes=\"auto, (max-width: 531px) 100vw, 531px\" \/><\/p>\n<h3>From constraint to control<\/h3>\n<p><span data-contrast=\"none\">Our method\u00a0works because it follows the physics of the system, not the politics of the organisation.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">We have run operations and worked in the field at some of the largest mining, metals, and energy assets in the world. We also know how to see what operators miss when they live inside one system every day.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"none\">If\u00a0the issues in this article sound familiar. We can help.\u00a0<\/span><a href=\"https:\/\/www.argonandco.com\/en\/industries\/heavy-industry\/\"><span data-contrast=\"none\">reach out today<\/span><\/a><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559738&quot;:360,&quot;335559739&quot;:200,&quot;335559740&quot;:300}\">\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"featured_media":38153,"template":"","categories":[],"region":[160,162,273],"class_list":["post-38123","article","type-article","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Constraint to control in asset intensive industries - Argon &amp; Co<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.argonandco.com\/en\/news-insights\/articles\/constraint-to-control-in-asset-intensive-industries\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Constraint to control in asset intensive industries - Argon &amp; Co\" \/>\n<meta property=\"og:description\" content=\"From bottlenecks to flow in integrated production systems Every production system has a constraint, and\u00a0it\u00a0moves\u00a0over time. How do we fix the\u00a0operation\u00a0instead of endlessly firefighting bottlenecks?\u00a0 GMs will tell you they are hitting their targets, and most will have KPIs to prove it. But total throughput still sits 5 to 15% below nameplate, quarter after quarter. 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