If you're not confident in your reporting data, neither are your investors. Most CFOs I speak to can walk me through their financials down to the decimal. But when I ask, “How confident are you in your sustainability reporting data?”—I get hesitation. And I understand why. The processes used to collect, verify, and report non-financial data are often lightyears behind those used in Finance. Data comes in from dozens of places: operations, facilities, procurement, HR, suppliers. Some of it lives in spreadsheets, some in email attachments, some pulled manually from legacy systems. By the time it reaches the CFO, it's been through three layers of "eyeball validation." That’s a house of cards—especially when you're facing investor scrutiny, customer assessments, and regulatory audits. The issue isn't that CFOs don't care. The issue is infrastructure. Financial reporting evolved over decades to become bulletproof. ERP systems. Controls. Audit trails. Checks and balances. It's second nature to finance leaders. But sustainability reporting? It's in its infancy. And yet, the expectations placed on this data are now equally high. Investors are using it to assess risk and long-term value. Customers are using it to decide who they want to do business with. Regulators are using it to enforce accountability. So when the data is stitched together manually—without proper traceability or systems—it’s not just inefficient. It’s dangerous. CFOs need to ask themselves: → If a number gets challenged, can we prove where it came from? → Do we have a system of record for sustainability data that matches the rigor of our financial stack? → If the audit team called today, how long would it take us to respond—with confidence? Confidence doesn't come from gut feel. It comes from infrastructure that makes data verifiable, traceable, and defendable. And until sustainability reporting is treated with the same discipline as financial reporting, that confidence will remain out of reach. But the CFO is uniquely positioned to change that. Because building trust in your numbers—whether financial or non-financial—is not a Sustainability problem. It’s a leadership opportunity.
Why Traceability is Critical for Market Confidence
Explore top LinkedIn content from expert professionals.
Summary
Traceability means being able to track the origin, journey, and details of products or data across the supply chain, and it's essential for building market confidence. When companies can reliably trace their processes and materials, customers, investors, and regulators all gain trust that claims about safety, quality, and compliance are true.
- Strengthen transparency: Invest in systems that record and document every step, so you can quickly show where products or data came from and how they were handled.
- Build brand trust: Share proof of your traceability efforts with customers and partners to show your commitment to honesty and accountability.
- Safeguard compliance: Use traceability to prepare for audits and track regulatory requirements, reducing risks and protecting your reputation.
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Manufacturers: do you know exactly what’s going into your products - or where your products are ending up? If not, you could be the next CEO grilled in a congressional hearing. In the aftermath of geopolitical strife like the Russian invasion of Ukraine, the U.S. government has become much more focused on export control compliance, with Congress and journalists driving the national conversation. Companies used to be able to get away with plausible deniability when a computer chip ended up in a sanctioned country - claiming they had no idea where their products go after they leave the factory. But with international conflict driving the political push for transparency, the responsibility of tracing these products and materials is shifting upstream in the value chain. Now, If you make a product, you're expected to ensure it doesn't end up in the wrong hands - not just rely on downstream partners to handle it. Add to this the lessons we all learned from COVID - unauthorized (“gray market”) parts lead to inflated prices, counterfeit components, and major quality issues throughout the supply chain - and companies must realize they can no longer afford to ignore where every piece of their product goes. The bottom line: traceability is now a must-have for both quality control and regulatory compliance, and manufacturers need to invest in more sophisticated tracking means or risk being left behind - and that’s the best-case scenario. At worst, manufacturers who can’t account for their parts might just be looking at legal trouble in the near future.
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“Trust us.” 😄 Two words that no longer work in business. Consumers don’t trust slogans anymore. They trust systems. They trust data. They trust traceability. And here’s the truth: If you can’t trace your product, you can’t protect your brand. 86% of UK shoppers trust food they can trace through the supply chain. I’ve seen Moroccan 🇲🇦 producers with incredible products struggle to break through in the UK 🇬🇧 market. Not because the taste was wrong, not because the story was weak but because the certifications weren’t aligned, the batch documentation wasn’t watertight, or the packaging didn’t meet compliance. That’s when the product becomes invisible, no matter how good it is. The brands that will win in the next decade won’t just sell flavour, tradition, or design. They will sell certainty. The ability to prove, step by step, that their product is exactly what they claim. Morocco has heritage on its side. But heritage without traceability is like a story without an ending. The market won’t believe it until it can see the full journey, from soil to shelf. That’s why traceability isn’t just compliance. It’s the most powerful form of marketing we have.
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𝐔𝐧𝐝𝐞𝐫𝐬𝐭𝐚𝐧𝐝𝐢𝐧𝐠 𝐁𝐚𝐭𝐜𝐡 𝐍𝐮𝐦𝐛𝐞𝐫𝐬, 𝐌𝐅𝐆 & 𝐄𝐱𝐩𝐢𝐫𝐲 𝐃𝐚𝐭𝐞𝐬, 𝐚𝐧𝐝 𝐂𝐎𝐀𝐬 𝐢𝐧 𝐅𝐨𝐨𝐝 𝐐𝐮𝐚𝐥𝐢𝐭𝐲 𝐀𝐬𝐬𝐮𝐫𝐚𝐧𝐜𝐞 In the food industry, 𝐭𝐫𝐚𝐜𝐞𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐚𝐧𝐝 𝐜𝐨𝐦𝐩𝐥𝐢𝐚𝐧𝐜𝐞 are critical for ensuring consumer safety and product integrity. As a 𝐐𝐮𝐚𝐥𝐢𝐭𝐲 𝐀𝐬𝐬𝐮𝐫𝐚𝐧𝐜𝐞 𝐩𝐫𝐨𝐟𝐞𝐬𝐬𝐢𝐨𝐧𝐚𝐥, I emphasize the importance of: 𝐁𝐚𝐭𝐜𝐡 𝐍𝐮𝐦𝐛𝐞𝐫𝐬 𝐌𝐚𝐧𝐮𝐟𝐚𝐜𝐭𝐮𝐫𝐢𝐧𝐠 (𝐌𝐅𝐆) 𝐄𝐱𝐩𝐢𝐫𝐲 𝐃𝐚𝐭𝐞𝐬 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐞𝐬 𝐨𝐟 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 (𝐂𝐎𝐀𝐬) in maintaining food safety and quality. 𝐇𝐨𝐰 𝐭𝐨 𝐑𝐞𝐚𝐝 𝐚𝐧𝐝 𝐔𝐧𝐝𝐞𝐫𝐬𝐭𝐚𝐧𝐝 𝐁𝐚𝐭𝐜𝐡 𝐍𝐮𝐦𝐛𝐞𝐫𝐬? 🤔 A 𝐁𝐚𝐭𝐜𝐡 𝐍𝐮𝐦𝐛𝐞𝐫 is a unique code assigned to a specific production lot, enabling traceability in case of recalls or quality issues. The format varies by company but generally includes: ✅ 𝐃𝐚𝐭𝐞 𝐨𝐟 𝐌𝐚𝐧𝐮𝐟𝐚𝐜𝐭𝐮𝐫𝐞 – Often represented as YYMMDD (e.g., 240315 = March 15, 2024). ✅ 𝐏𝐥𝐚𝐧𝐭 𝐂𝐨𝐝𝐞– Identifies the production facility. ✅ 𝐏𝐫𝐨𝐝𝐮𝐜𝐭 𝐂𝐨𝐝𝐞 – A unique identifier for the specific product. ✅ 𝐒𝐡𝐢𝐟𝐭 𝐨𝐫 𝐋𝐢𝐧𝐞 𝐂𝐨𝐝𝐞– Indicates the production shift or manufacturing line. 𝐄𝐱𝐚𝐦𝐩𝐥𝐞: 𝐁𝟐𝟒𝟎𝟑𝟏𝟓𝐀𝟏 𝐁 = Batch identifier 𝟐𝟒𝟎𝟑𝟏𝟓 = Manufactured on March 15, 2024 𝐀𝟏= Produced on Line A, Shift 1 𝐖𝐡𝐲 𝐀𝐫𝐞 𝐁𝐚𝐭𝐜𝐡 𝐍𝐮𝐦𝐛𝐞𝐫𝐬, 𝐌𝐅𝐆 & 𝐄𝐱𝐩𝐢𝐫𝐲 𝐃𝐚𝐭𝐞𝐬, 𝐚𝐧𝐝 𝐂𝐎𝐀𝐬 𝐈𝐦𝐩𝐨𝐫𝐭𝐚𝐧𝐭? ✔ 𝐌𝐚𝐧𝐮𝐟𝐚𝐜𝐭𝐮𝐫𝐢𝐧𝐠 & 𝐄𝐱𝐩𝐢𝐫𝐲 𝐃𝐚𝐭𝐞𝐬:Ensure the product is safe and effective within its shelf life. ✔ 𝐂𝐎𝐀 (𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐞 𝐨𝐟 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬):A quality document confirming that the product meets required specifications for microbiology, nutrition, and safety. ✔ 𝐓𝐫𝐚𝐜𝐞𝐚𝐛𝐢𝐥𝐢𝐭𝐲: Helps in identifying defective batches and executing recalls if needed. 𝐊𝐞𝐲 𝐓𝐚𝐤𝐞𝐚𝐰𝐚𝐲𝐬 𝐟𝐨𝐫 𝐐𝐀 𝐏𝐫𝐨𝐟𝐞𝐬𝐬𝐢𝐨𝐧𝐚𝐥𝐬 ✔ Implement 𝐜𝐥𝐞𝐚𝐫 𝐛𝐚𝐭𝐜𝐡 𝐜𝐨𝐝𝐢𝐧𝐠 for easy tracking. ✔ Verify 𝐂𝐎𝐀𝐬 𝐟𝐨𝐫 𝐫𝐚𝐰 𝐦𝐚𝐭𝐞𝐫𝐢𝐚𝐥𝐬 𝐚𝐧𝐝 𝐟𝐢𝐧𝐢𝐬𝐡𝐞𝐝 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐬 before approval. ✔ Maintain 𝐚𝐜𝐜𝐮𝐫𝐚𝐭𝐞 𝐝𝐨𝐜𝐮𝐦𝐞𝐧𝐭𝐚𝐭𝐢𝐨𝐧 for audits and regulatory compliance. ✔ Educate teams on 𝐫𝐞𝐚𝐝𝐢𝐧𝐠 𝐛𝐚𝐭𝐜𝐡 𝐜𝐨𝐝𝐞𝐬 𝐚𝐧𝐝 𝐞𝐱𝐩𝐢𝐫𝐲 𝐝𝐚𝐭𝐞𝐬 to prevent errors. A 𝐬𝐭𝐫𝐨𝐧𝐠 𝐭𝐫𝐚𝐜𝐞𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐬𝐲𝐬𝐭𝐞𝐦 ensures food safety, regulatory compliance, and consumer confidence. How does your organization manage batch tracking and COA validation? Let’s discuss! #FoodSafety #QualityAssurance #Traceability #FoodIndustry #COA #BatchNumbers #FoodManufacturing
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🔎Material Control and Traceability – A Pillar of Quality in EPC Projects In mega EPC and industrial projects, materials form the foundation of everything we build. From critical piping networks and pressure vessels to structural steel and rotating equipment, the integrity of the plant depends directly on the integrity of its materials. That’s why Material Control and Traceability are more than just documentation exercises — they are core quality management practices that safeguard reliability, safety, and compliance. ✅ Material Control is about managing materials systematically throughout their journey: 🔹Starting with Material Take-Off (MTO) and procurement from approved vendors. 🔹Ensuring receiving inspection verifies size, grade, quantity, and Mill Test Certificates (MTCs). 🔹Proper identification and marking with heat numbers, batch numbers, or RFID/barcodes to avoid mix-ups. 🔹Storage and preservation in controlled environments, protecting against corrosion, contamination, or mechanical damage. 🔹Issuance to fabrication or site only against approved drawings, while maintaining FIFO for sensitive items. 🔹Each step ensures that only the right materials are available at the right time, in the right condition. ✅ Traceability, on the other hand, ensures that every material can be tracked back to its source and linked forward to its final installed location. This includes: 🔹Recording heat numbers during fabrication and welding. 🔹Preparing weld maps, line check reports, and spool traceability records. 🔹Linking NDT, hydrotests, and PMI results back to the original MTCs. 🔹Capturing deviations through Non-Conformance Reports (NCRs) and documenting corrective actions. 🔹By the time the project is handed over, the Material Dossier and 🔹Traceability Matrix provide the client with complete transparency — showing exactly which certified material was installed, where, and with what testing evidence. 💎 Why is this critical? 🔹It prevents costly and dangerous material mix-ups (e.g., wrong grade pipes in high-pressure service). 🔹It provides confidence to regulators and clients that international codes and project specifications are followed. 🔹It ensures audit readiness and enables quick root cause analysis if failures occur later. 🔹It strengthens long-term asset integrity and client trust. 🧊 In Practice On a refinery project, traceability flagged a heat number mismatch on a spool before hydrotest. Catching it early prevented rework, delays, and risk — proving that material control and traceability are not just QA/QC steps, but vital risk management tools. ✨ Found this helpful? 🔔 Follow me Krishna Nand Ojha, and my mentor Govind Tiwari,PhD for insights on Quality Management, Continuous Improvement, and Strategic Leadership Let’s grow and lead the quality revolution together! 🌟 #QualityManagement #EPCProjects #MaterialControl #Traceability #QAQC
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𝗟𝗲𝘁’𝘀 𝘁𝗮𝗹𝗸 𝗮𝗯𝗼𝘂𝘁 𝗱𝗮𝘁𝗮. It’s the buzzword that everyone loves to throw around—but here’s the reality check: 𝗱𝗮𝘁𝗮 𝗶𝘀 𝗲𝗶𝘁𝗵𝗲𝗿 𝗲𝗻𝗮𝗯𝗹𝗶𝗻𝗴 𝗼𝗿 𝗲𝗻𝗱𝗮𝗻𝗴𝗲𝗿𝗶𝗻𝗴 𝘆𝗼𝘂𝗿 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀. If you’re not leveraging your data to drive traceability and sustainability, you’re sitting on a liability, not an asset. 💯 ➡️ 𝗧𝗿𝗮𝗰𝗲𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗶𝘀 𝗱𝗮𝘁𝗮-𝗱𝗿𝗶𝘃𝗲𝗻—𝗼𝗿 𝗶𝘁’𝘀 𝗻𝗼𝘁 𝗿𝗲𝗮𝗹. Paper trails are over. Spreadsheets are outdated. And “trust us” just doesn’t cut it anymore. In a world demanding proof at every step, data is your only currency of credibility. Without it, you’re operating blind—and regulators, partners, and customers won’t hesitate to call you out. ➡️ 𝗗𝗮𝘁𝗮 𝗶𝘀𝗻’𝘁 𝗷𝘂𝘀𝘁 𝗳𝗼𝗿 𝗰𝗼𝗺𝗽𝗹𝗶𝗮𝗻𝗰𝗲—𝗶𝘁’𝘀 𝗳𝗼𝗿 𝗴𝗿𝗼𝘄𝘁𝗵. Think about this: the same data you use to meet compliance requirements is the data that powers smarter decision-making. Want to optimize your supply chain? Want to reduce waste? Want to cut costs while driving innovation? It all starts with how well you can read your data. ➡️ 𝗘𝗻𝗱-𝘁𝗼-𝗲𝗻𝗱 𝘃𝗶𝘀𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝗮𝗶𝗻’𝘁 𝗮 𝗱𝗿𝗲𝗮𝗺; 𝗶𝘁’𝘀 𝗮 𝗱𝗲𝗺𝗮𝗻𝗱. Your supply chain is a living, breathing ecosystem. If you can’t map it from raw material to finished product, you’ve already lost control. The brands winning today? They’re the ones treating traceability as an operational backbone—not a tick-the-box exercise. ➡️ 𝗗𝗮𝘁𝗮 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝘀 𝗽𝗿𝗼𝗼𝗳, 𝗮𝗻𝗱 𝗽𝗿𝗼𝗼𝗳 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝘀 𝗽𝗿𝗼𝗳𝗶𝘁. Here’s the kicker: the more transparent and traceable you are, the stronger your customer loyalty, investor confidence, and market edge. It’s a simple equation. Customers trust what they can see. Regulators approve what they can verify. ➡️ 𝗧𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝗲𝘅𝗰𝘂𝘀𝗲 𝗳𝗼𝗿 𝗮𝗻𝗮𝗹𝗼𝗴 𝗮𝗻𝘆𝗺𝗼𝗿𝗲. With the tools available today—cloud platforms, AI-powered insights, blockchain-backed proof—the question isn’t how to achieve traceability. The question is: why are you still waiting? 𝗧𝗵𝗲 𝗵𝗮𝗿𝗱 𝗿𝗲𝗮𝗹𝗶𝘁𝘆: businesses treating data as an afterthought are losing the race. Data isn’t just the new oil—it’s the only fuel that will keep your business alive in a market driven by transparency and accountability. 𝗦𝗼, 𝗮𝘀𝗸 𝘆𝗼𝘂𝗿𝘀𝗲𝗹𝗳: Are you a business of the past, hoarding data you don’t use? Or are you a business of the future, harnessing data to lead the way? #Traceability #DataLeadership #SustainableBusiness #SupplyChainInnovation
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Too many brands are still saying that their products are “sustainable” but have 0 proof to back this up. Customers, retail buyers, and regulators want to see proof, they are tired of asking questions with no answers. The reality is that: 76% of fashion buyers now require traceability and impact data in brand pitches. Source: Kearney Global Fashion Buyer Insights Report, 2024 The cost of wishy washy storytelling is not just reputational - it’s financial. So what do you do instead - here’s a list: 1. Set up traceability per product No more general brand promises. Every product should have its own data trail - fiber origin, production, and impact. 2. Make DPPs scannable and accessible Link traceability to QR codes so retailers, auditors, and consumers can view it instantly. That’s what PORTIA is for. 3. Let suppliers upload documentation directly Stop looking for certifications in email threads. With Portia, suppliers can upload data securely - and it’s instantly linked to the right product. 4. Standardize what “proof” means inside your team Everyone - from ops to design, product development and marketing - should know exactly what the verified data is. 5. Train your marketing and sales team to speak from the source - no more greenwashing No fluff. Use real metrics. And if the product isn’t traceable? Don’t position it as sustainable. Sustainability isn’t a label or a marketing tactic. It’s a system of proof. Portia helps you create traceable, compliant, and customer-ready product data - for every single SKU. So when someone scans that QR code - they don’t see greenwashing. They see truth. If you want to turn traceability into your competitive edge - check out Portia #sustainablefashion #digitalproductpassport #traceability #fashiontech #greenclaims #fashioncompliance #circulareconomy #portia
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Integrating blockchain into food supply chains is a smart strategic move that enhances transparency, efficiency, and consumer confidence, proving particularly valuable in today's increasingly sustainability-conscious marketplace. Blockchain technology greatly enhances food safety by offering immediate traceability, allowing rapid identification and isolation of contaminated items, such as quickly pinpointing the source of salmonella outbreaks. It boosts sustainable resource management by providing real-time monitoring, helping companies reduce environmental impacts, like minimizing water usage in farming. Digital certifications validated by blockchain enhance credibility in sustainable sourcing practices, for instance confirming organic or fair-trade claims. Smart contracts automate routine operations, reducing human errors and costs, improving the speed and accuracy of transactions. Interoperability enables consistent, transparent data sharing, fostering deeper consumer trust across supply chains. #Blockchain #FoodSafety #SupplyChain #SmartContracts #DigitalTransformation
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WHY SHOULD A FASHION COMPANY ADOPT A TRACEABILITY PLATFORM? 🔍 The adoption of a traceability platform in the fashion supply chain brings with it numerous advantages, which align perfectly with the objectives of Operations, Compliance, Sustainability, and Quality. One of the main motivations for companies towards traceability is the ability to verify the authenticity of their products. This not only reinforces the credibility of their claims but also offers a solid guarantee to consumers. 👗Through the effective collection and management of data, each brand has the opportunity not only to prove the origin and authenticity of the materials used, but also to ensure a high-quality standard of its products. Another key aspect is regulatory compliance. This concerns both the 'Digital Product Passport' and the restrictions imposed by some countries on imports. Should new regulations emerge that restrict trade with certain regions of the world, thanks to the traceability platform, companies can readily identify and manage suppliers at risk. 🌱In addition, ethical sourcing plays a crucial role. By sampling products at different points in the supply chain, a detailed view of production processes is obtained, allowing for a more accurate validation of ethical claims. 🤝 This aspect is closely linked to risk management. By identifying potential problems within the supply chain, the risk associated with non-compliant materials or materials from conflict zones can be mitigated. Implementing a traceability system allows companies to identify operational inefficiencies and improve processes by facilitating the exchange of data and documentation between the various actors involved. Regardless of the complexity of their supply chain, it is crucial for companies, large or small, to implement traceability measures. Traceability is the key to fully understanding the company's impact on society and the environment, offering valuable insights to shape and inform sustainability strategies. 🤔What is the element you find most impactful? Write it in the comments. #traceability #supplychain
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The #FoodandBeverage industry constantly navigates significant operational hurdles. To remain competitive and ensure growth, businesses must effectively manage several core challenges: 𝗙𝗼𝗼𝗱 𝗦𝗮𝗳𝗲𝘁𝘆 & 𝗤𝘂𝗮𝗹𝗶𝘁𝘆: This is paramount. Any lapse can lead to product recalls, damage a brand's reputation, and pose health risks. Strict control and adherence to standards from raw ingredients to finished products are essential. 𝗖𝗼𝘀𝘁 & 𝗪𝗮𝘀𝘁𝗲 𝗢𝗽𝘁𝗶𝗺𝗶𝘀𝗮𝘁𝗶𝗼𝗻: With fluctuating ingredient costs and dynamic consumer demands, optimising processes to minimise waste and enhance efficiency is critical for profitability. 𝗪𝗼𝗿𝗸𝗳𝗼𝗿𝗰𝗲 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁: Attracting and retaining skilled labour is an ongoing difficulty for all manufacturers. Poor systems and paper can prevent quick onboarding and hinder operators from following the correct process. 𝗦𝘂𝗽𝗽𝗹𝘆 𝗖𝗵𝗮𝗶𝗻 𝗥𝗲𝘀𝗶𝗹𝗶𝗲𝗻𝗰𝗲 & 𝗧𝗿𝗮𝗰𝗲𝗮𝗯𝗶𝗹𝗶𝘁𝘆: Global disruptions can impact ingredient availability without warning. Clear visibility and immediate traceability of all components is vital for mitigating risks and ensuring product authenticity. Guess what, it wouldn't be a post from me unless I mentioned that #MES/#MOM can help 😀 and here's how... 𝗘𝗻𝗵𝗮𝗻𝗰𝗲 𝗤𝘂𝗮𝗹𝗶𝘁𝘆 & 𝗦𝗮𝗳𝗲𝘁𝘆: Use MES to drive quality, precisely track batches, and ensure consistent compliance with stringent food safety regulations. 𝗥𝗲𝗱𝘂𝗰𝗲 𝗖𝗼𝘀𝘁𝘀 & 𝗪𝗮𝘀𝘁𝗲: Optimise production runs, reduce scrap for expensive raw materials, and reduce "give-away". 𝗜𝗺𝗽𝗿𝗼𝘃𝗲 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Streamline workflows, provide digital guidance for operators, and mitigate the impact of labour shortages. Remove paper and give operators what they need to succeed. 𝗧𝗿𝗮𝗰𝗲𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗮𝗻𝗱 𝗦𝘂𝗽𝗽𝗹𝘆 𝗖𝗵𝗮𝗶𝗻: Gain insights into materials, production status, and finished goods for better planning and rapid response to disruptions. Full end-to-end traceability to support recalls and other issues. MES/MOM fundamental to building a resilient, compliant, and profitable operation that earns consumer trust. Did I miss anything? What would you add?