Quality Control In Procurement

𝗛𝗫-𝟮 𝗶𝗻 𝗨𝗸𝗿𝗮𝗶𝗻𝗲: 𝗪𝗵𝗲𝗻 “𝗔𝗜 𝗦𝘁𝗿𝗶𝗸𝗲 𝗗𝗿𝗼𝗻𝗲𝘀” 𝗛𝗶𝘁 𝘁𝗵𝗲 𝗕𝗮𝘁𝘁𝗹𝗲𝗳𝗶𝗲𝗹𝗱 🔍 A very modern problem just went public: battlefield feedback vs. marketing narrative. Bloomberg reported Ukraine was holding off on further HX-2 orders after frontline setbacks. Helsing responded: orders are not paused and demand is growing. ⚠️ What the “pause” story claims ▪️ Frontline trials reportedly showed takeoff/reliability issues ▪️ Some AI/autonomous features expected in the package were allegedly missing during tests ▪️ Concerns included vulnerability to electronic warfare (per unnamed sources and an internal presentation referenced in reporting) 🛡️ What Helsing claims instead ▪️ Concrete requests from more than six Ukrainian units to order HX-2 ▪️ The tested unit allegedly requested 1,000+ additional drones after “successful trials” ▪️ HX-2 approved for frontline use, listed in Ukraine’s central ordering system, with deliveries at several hundred per month 🧩 The real lesson (for every procurement team watching) ▪️ “AI” is not a feature — it’s an acceptance test. Define what autonomy must do under jamming, and verify it with instrumented trials. ▪️ Flight reliability beats fancy guidance. If launch and recovery cycles aren’t boringly repeatable, nothing downstream matters. ▪️ Narratives diverge fast in wartime. Both can be true at once: one unit has issues; other units still want the capability (or want an improved block). ▪️ Architecture matters: if you can’t upgrade software, EW hardening, and guidance in spirals, you’re buying a frozen product into a learning war. 💬 𝘐𝘧 𝘢 𝘴𝘺𝘴𝘵𝘦𝘮 𝘤𝘢𝘯’𝘵 𝘴𝘶𝘳𝘷𝘪𝘷𝘦 𝘴𝘤𝘳𝘶𝘵𝘪𝘯𝘺 𝘧𝘳𝘰𝘮 𝘧𝘳𝘰𝘯𝘵𝘭𝘪𝘯𝘦 𝘰𝘱𝘦𝘳𝘢𝘵𝘰𝘳𝘴, 𝘪𝘵 𝘸𝘢𝘴 𝘯𝘦𝘷𝘦𝘳 “𝘈𝘐-𝘦𝘯𝘢𝘣𝘭𝘦𝘥.” 𝘐𝘵 𝘸𝘢𝘴 𝘫𝘶𝘴𝘵 𝘢 𝘱𝘪𝘵𝘤𝘩. #LoiteringMunitions #DroneWarfare #ElectronicWarfare #DefenseTech #DefenseProcurement #MilitaryInnovation

𝐑𝐞𝐟𝐥𝐞𝐜𝐭𝐢𝐧𝐠 𝐨𝐧 𝐚𝐥𝐥 𝐭𝐡𝐞 𝐬𝐮𝐩𝐩𝐥𝐢𝐞𝐫𝐬 𝐈’𝐯𝐞 𝐬𝐨𝐮𝐫𝐜𝐞𝐝, 𝐨𝐧𝐞 𝐭𝐡𝐢𝐧𝐠 𝐢𝐬 𝐜𝐥𝐞𝐚𝐫: 𝐩𝐫𝐨𝐜𝐞𝐬𝐬 𝐦𝐚𝐭𝐭𝐞𝐫𝐬. Taking shortcuts can lead to wasted money and a world of headaches downstream. (𝘙𝘢𝘪𝘴𝘦 𝘺𝘰𝘶𝘳 𝘩𝘢𝘯𝘥 𝘪𝘧 𝘺𝘰𝘶'𝘷𝘦 𝘦𝘷𝘦𝘳 𝘣𝘦𝘦𝘯 𝘢𝘴𝘬𝘦𝘥 𝘵𝘰 𝘧𝘢𝘴𝘵-𝘵𝘳𝘢𝘤𝘬 𝘙𝘍𝘗 𝘳𝘦𝘲𝘶𝘪𝘳𝘦𝘮𝘦𝘯𝘵𝘴, 𝘰𝘳 𝘩𝘢𝘥 𝘭𝘦𝘢𝘥𝘦𝘳𝘴 𝘱𝘶𝘴𝘩 𝘧𝘰𝘳 𝘤𝘦𝘳𝘵𝘢𝘪𝘯 𝘴𝘶𝘱𝘱𝘭𝘪𝘦𝘳𝘴, 𝘪𝘨𝘯𝘰𝘳𝘪𝘯𝘨 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭 𝘳𝘪𝘴𝘬𝘴?!) 𝐖𝐡𝐚𝐭 𝐈'𝐯𝐞 𝐥𝐞𝐚𝐫𝐧𝐞𝐝: 💡 𝙁𝙤𝙘𝙪𝙨 𝙛𝙞𝙧𝙨𝙩: Be specific about your needs in RFx docs. If you’re unclear, suppliers will be, too. Before going to RFP, always have quantifiable evaluation criteria finalized and approved by the Spend Owner. 💡 𝙄𝙩’𝙨 𝙣𝙤𝙩 𝙟𝙪𝙨𝙩 𝙥𝙧𝙞𝙘𝙚: The cheapest option often costs the most in the long run. Prioritize value over price. Suppliers who price things materially lower than benchmark norms usually cut corners somewhere to meet margins. 💡 𝘾𝙝𝙚𝙘𝙠 𝙧𝙚𝙛𝙚𝙧𝙚𝙣𝙘𝙚𝙨 𝙩𝙝𝙤𝙧𝙤𝙪𝙜𝙝𝙡𝙮: Source independent references via your network. Past performance tells the real story. Ask the right questions and listen closely to the answers.  💡 𝙏𝙝𝙞𝙣𝙠 𝙖𝙝𝙚𝙖𝙙: Can the supplier grow and evolve with your business? Are they innovative and flexible? Does their company culture and ways of working align with yours?  💡 𝙆𝙣𝙤𝙬 𝙩𝙝𝙚 𝙧𝙞𝙨𝙠𝙨: Most suppliers come with some level of risk, the key is understanding and managing it. Conduct due diligence on short-listed suppliers. Outputs should inform the down-selection process, with material deficiency action items included in the contract. 💡 𝘾𝙝𝙤𝙤𝙨𝙚 𝙥𝙖𝙧𝙩𝙣𝙚𝙧𝙨, 𝙣𝙤𝙩 𝙫𝙚𝙣𝙙𝙤𝙧𝙨: The best suppliers care about your long-term success and aligning with your goals.  Look at proposals holistically, thinking beyond the transaction and into value creation. 𝐇𝐞𝐫𝐞’𝐬 𝐭𝐡𝐞 𝐭𝐡𝐢𝐧𝐠: Looking back, I’ve been at firms in seasons where costs were prioritized over total value, often leading to short-term gains but long-term challenges. There were times I should’ve taken a firmer stance about material supplier risks identified and bias in the selection process.  As procurement peeps, we provide recommendations based on long-term value, risk management, and partnership potential. This includes having the courage to speak up with informed and actionable guidance when things don't pass muster. The goal is to ensure sourcing outcomes build a foundation for success, not just a quick win. 📢 𝙋.𝙎. 𝙒𝙝𝙖𝙩 “𝙨𝙘𝙝𝙤𝙤𝙡 𝙤𝙛 𝙝𝙖𝙧𝙙 𝙠𝙣𝙤𝙘𝙠𝙨” 𝙨𝙤𝙪𝙧𝙘𝙞𝙣𝙜 𝙡𝙚𝙨𝙨𝙤𝙣𝙨 𝙬𝙤𝙪𝙡𝙙 𝙮𝙤𝙪 𝙨𝙝𝙖𝙧𝙚 𝙬𝙞𝙩𝙝 𝙮𝙤𝙪𝙧 𝙮𝙤𝙪𝙣𝙜𝙚𝙧 𝙥𝙧𝙤𝙘𝙪𝙧𝙚𝙢𝙚𝙣𝙩 𝙨𝙚𝙡𝙛?

Using prompts in procurement is like upgrading from a paper map to real-time GPS 🚀 Below infographic shows 12 Ready-to-Use Prompts for Procurement. Procurement Excellence | 25 DEC 2025 - Prompt Engineering in Procurement is the art of crafting precise, structured queries (for AI tools, suppliers, or stakeholders) to extract optimal responses. 12 Ready-to-Use Prompts for Procurement. (Replace bracketed placeholders with your details) #1. Supplier Discovery "Identify 5 suppliers in [region] for [product] with [certification], prioritizing those offering [specific sustainability practice]." #2. Supplier Evaluation "Compare lead times, MOQs, and payment terms for [product] from Suppliers A, B, C in a table." #3. Supplier Prequalification "Assess financial stability risks for [supplier name] using D&B reports and news from the last 12 months." #4. RFx "Draft an RFP clause requiring suppliers to outline ESG compliance for [service], including KPIs for carbon footprint reduction." #5. Negotiation "Generate negotiation tactics for [product] cost reduction using [volume commitment] or [long-term contract] leverage." #6. Commercial Evaluation "Create a scoring matrix for RFP responses weighting: cost (40%), delivery time (30%), quality (30%)." #7. Contract Management "Extract auto-renewal clauses, termination fees, and SLA penalties from [contract file] into a summary table." #8. Risk Management "Develop a risk mitigation plan for [category] supply chain disruptions, addressing geopolitical and logistical vulnerabilities." #9. Spend & Data Analysis "Calculate potential savings from consolidating [product] purchases across [X] business units."* #10. Supplier Performance & Innovation** "Design a supplier scorecard measuring on-time delivery (40%), defect rate (OTIF) (30%), innovation (30%)." #11. Stakeholder Collaboration "Draft an email to [engineering team] requesting technical specs for [component] by [date], emphasizing [project urgency]." #12. AI & Process Optimization "Suggest process improvements to reduce PR-to-PO cycle time by 20% using Lean methodology. #Bonus "Create a 5-slide summary for executives justifying switching suppliers for [category] based on cost/risk data." ✅️Better prompts = sharper insights ✅️Better prompts = faster decisions ✅️Better prompts = stronger partnerships. Start small, pick 1 prompt above and adapt it today. Share your favorite prompt in the comments ♻️ Repost to empower your network! ➕️ Follow Frederick for more Procurement insights. #Procurement #PromptEngineering #DigitalTransformation

Pentagon Tests Portable 3D-Printing Labs to Turn Battlefields Into Drone Factories Introduction The U.S. Department of Defense is experimenting with a radical shift in military logistics: replacing long, vulnerable supply chains with portable, on-demand manufacturing. In recent tests in Hawaii, the Pentagon demonstrated mobile 3D-printing labs that allow soldiers to design, print, and assemble drones within hours, directly in the field. What the Pentagon Is Testing The initiative focuses on deployable manufacturing units designed for austere environments. • Portable 3D-printing labs that can be transported and set up rapidly • Capability for troops to design drone components locally • End-to-end production, from digital design to assembled aircraft, in hours Why Drones Are the First Target Unmanned systems are ideal for battlefield manufacturing. • Drones are relatively small and modular • They are expendable and frequently lost in combat • Rapid iteration allows designs to be adapted to mission needs and enemy tactics Strategic Motivation The effort is driven by hard lessons from recent conflicts. • Traditional supply lines are fragile and easily targeted • Replacement parts and systems can take weeks or months to arrive • On-site production reduces dependence on centralized logistics hubs Operational Implications If scaled, this approach could reshape military operations. • Units gain autonomy to replace and modify equipment in real time • Logistics footprints shrink, improving survivability • Innovation cycles move from contractors to the tactical edge Why It Matters This test signals a shift toward distributed, software-driven warfare where manufacturing is as mobile as troops themselves. By turning battlefields into micro-factories, the Pentagon is betting that speed, adaptability, and resilience will outweigh mass production. If successful, on-demand manufacturing could redefine how future wars are fought, supplied, and sustained. I share daily insights with 35,000+ followers across defense, tech, and policy. If this topic resonates, I invite you to connect and continue the conversation. Keith King https://lnkd.in/gHPvUttw

SUPPLIER QUALITY AUDIT CHECKLIST: 1.Quality Management System 1.Verify if the supplier is certified to ISO 9001 or IATF 16949. 2.Check for the presence of a documented Quality Policy and measurable objectives. 3.Confirm that roles, responsibilities, and authorities are clearly defined. 4.Ensure quality manuals and procedures are up-to-date and controlled. 2.Incoming Material Control 1.Review procedures for inspecting incoming materials. 2.Check whether Certificates of Conformance (CoC) or test reports are verified. 3.Confirm that non-conforming incoming materials are recorded and managed appropriately. 3.Process Control 1.Verify that work instructions are available and followed at each workstation. 2.Identify whether critical processes are controlled with defined parameters. 3.Check if in-process inspection is conducted systematically. 4.Look for the use of Statistical Process Control (SPC) tools like control charts or histograms for key operations. 4.Final Inspection and Testing 1.Ensure there is a procedure for final product inspection and testing. 2.Confirm that inspection records are maintained. 3.Check if outgoing products are verified against customer requirements. 4.Verify traceability systems for finished goods. 5.Equipment Calibration and Maintenance 1.Review the calibration schedule for measuring instruments. 2.Check if all gauges and instruments are calibrated with valid certificates. 3.Ensure preventive maintenance plans are in place and followed. 6.Non-Conformance and Corrective Action 1.Examine how internal and customer-related non-conformances are handled. 2.Check if root cause analysis methods like 5Why or Fishbone diagrams are used. 3.Ensure corrective and preventive actions are tracked to closure with effectiveness verification. 7.Document and Record Control 1.Confirm that records are retained as per defined retention policies. 2.Check whether document revisions are controlled and updated systematically. 8.Supplier/Sub-supplier Management 1.Verify if sub-suppliers are evaluated periodically. 2.Ensure the supplier has defined quality expectations and requirements for their own suppliers. 9.Training and Competency 1.Check whether employees are trained and competent for their assigned tasks. 2.Ensure training records are maintained and effectiveness is evaluated. 10.Continuous Improvement 1.Look for evidence of continuous improvement initiatives such as Kaizen, 5S, or Six Sigma. 2.Check whether improvement goals are set, monitored, and reviewed regularly. 11.Environment, Health & Safety (EHS) 1.Ensure that safety measures, signage, and personal protective equipment (PPE) are available and used. 2.Verify the implementation of 5S principles in the workplace. 3.Check for compliance with environmental and legal regulations. 12.Customer Satisfaction and Support 1.Review how customer feedback and complaints are collected and analyzed. 2.Check whether timely and effective actions are taken in response to customer issues.

🌐 The Race for the U.S. Army’s Next XR Headset: Rivet vs. Anduril + Meta The U.S. Army is on the brink of a major technology shift, exploring cutting-edge XR (extended reality) headsets for soldiers in the field. Two key competitors have emerged: Rivet and the Anduril + Meta team. 🏁 Current Status Rivet holds a ~$195M contract to develop prototypes under the Soldier Borne Mission Command (SBMC) program. The solution focuses on military-first hardware, integration with Palantir intelligence tools, and advanced optics. Anduril + Meta are developing a joint solution leveraging Meta’s AR/VR hardware expertise and Anduril’s defensive systems integration experience. They are also part of the prototype testing phase. The Army plans to test hundreds of units in realistic operational conditions before deciding on large-scale deployment. ⚖️ Factors That Will Decide the Winner Field performance: battery life, durability, visual quality, latency. Reliability & robustness: resistance to dust, humidity, and shocks. Data security & architecture: compliance with defense-grade standards. Interoperability: with drones, sensors, and command-and-control systems. Cost & production scale: total cost of ownership, supply chain, maintenance. Regulatory compliance: export restrictions, government approvals. 🔍 Key Strengths Rivet: Hardware designed for military tasks from the ground up, strong optics, integrated intelligence tools. Anduril + Meta: Advanced AI integration, large-scale production capabilities, proven defensive systems expertise. 💡 Conclusion At this stage, there is no clear winner. The Army may select one solution, use both for different roles, or request further iterations. The final decision will depend on real-world testing, cost-efficiency, and operational reliability, not just brand recognition. This race is a clear example of how AI, XR, and defense innovation intersect, and how careful prototyping ensures soldiers receive reliable, safe, and effective technology. ❓ What do you think? Should defense procurement favor “military-first” hardware or leverage tech giants’ AI and scalability? 🔖 Tags #XR #AR #VR #DefenseTech #AI #MilitaryInnovation #USArmy #Rivet #Anduril #Meta #ExtendedReality #Technology #DefenseInnovation

You probably missed the most important defense reform Ukraine just announced. The Ministry of Defense is introducing an automated model where procurement requests for drones will be generated from battlefield data rather than manually. Until now the process looked familiar to most armies: Units → submit requests → headquarters consolidates demand for specific models→ procurement begins. In reality this often created what soldiers call a “zoo of solutions.” Different standards. And sometimes systems that perform poorly in real combat. The new model flips the logic. Demand will be formed automatically based on real battlefield performance. Here is how it works: The General Staff formulates procurement requirements based on technical parameters rather than specific models. Data from systems like Misson Control, DOT-Chain Defense, e-Points and Brave1 Market automatically match technical requirements with top products based on battlefield performance. In simple terms: The battlefield generates the data. The data generates demand. If a drone proves effective — demand increases. If it doesn’t — the system simply stops requesting it. The funding model also reflects this logic: • ~80% of procurement goes to solutions proven in combat • ~20% remains reserved for experimentation and new technologies This creates something rare in defense procurement: automated connection between the battlefield performance and supply decisions. In a war where technologies evolve every few months, traditional procurement systems simply cannot keep up. Ukraine is now building a system where combat results directly shape the arsenal. #globalpolitics #warfare #technologies #defensetech #dualuse #procurement

Struggling to select the right supplier? Then try my simple 5-step process: Recently, a client threw me a total curveball They asked me to find and select several suppliers …for some very technical materials …only found in Asia …in just 10 days …when they’d spent months looking without success I fell back on my tried and tested process …and nailed it …in 10 days :) Here are the steps I went through: Step 1 – Define Selection Criteria → Define what matters to you and your business → Rank items and tag knockout factors (red flags) → Translate criteria into demands and wishes → Align criteria with stakeholders Step 2 – High Level Supplier Search → Identify potential suppliers → Conduct high level screening → Use software as appropriate* → Use selection criteria to narrow search *I’ve had a lot of success with Forestreet 👉 Create a shortlist list of ~10-15 suppliers   Step 3 – Detailed Supplier Appraisal → Define critical questions and assessment areas → Judge how well suppliers respond → Balance RFIs with calls 👉 narrow shortlist down to ~5 Step 4 – In Depth Due Diligence → Assess chemistry, communication, responsiveness → Go deeper: who’s really on the project team? → Check specs and capacity for your project → Run financial/solvency checks → Pressure-test expertise → Ask for references & testimonials → Cross-check against original objectives 👉 narrow shortlist down to ~3   Step 5 – Final Selection → Run your sourcing activity (RFQ, RFP, RFS) → Create a final supplier benchmark → Balance logic with instinct* → Discuss with key stakeholders → Pressure-test assumptions → Sleep on it – then be decisive (*eg if all quotes were equal, who would you choose?) 👉 select the supplier (s) There is no perfect supplier – there are always shades of grey But a structured funnel will maximise your chances of finding and selecting the most suitable one The process isn’t complicated What matters is how well you execute it 👇 What would you add? 🔔 Follow Simon Frost for more on supplier search & selection ♻️ Repost to help others to find the right suppliers Frost Procurement Adventurer

What a ₹40 Lakh Saving Taught Me About Ego I was 31. I had just closed the biggest negotiation of my career. ₹40 lakh in annual savings. New supplier. Great specs. Competitive price. I walked into my manager's office like I'd won a World Cup. He looked at the paperwork. Then at me. "Did you visit their plant?" "No. But I have their ISO certificate and three references." "Did you run a trial batch?" "Not yet. But their samples passed." "Did you stress-test their capacity against your peak demand?" Silence. Six months later, the new supplier failed. Capacity constraints in Q3. Quality deviation in Month 5. No backup plan. We went crawling back to the incumbent. Who quoted 9% higher. Because they knew our situation. The saving became a loss. The win became a lesson. Real sourcing isn't about closing the deal. It's about what happens after. Since that day, no new supplier goes live without: → Plant audit (physical or digital) → Trial batch with full QC sign-off → Capacity stress test against our max offtake → Defined escalation protocol → 90-day hypercare review The paperwork is easy. The due diligence is where the work lives. A saving that fails isn't a saving. It's a deferred cost with interest. What's the most important step in your supplier onboarding process? 👇 #SupplierDevelopment #Procurement #ChemicalSourcing #RiskManagement #ProcurementLife

Most cell therapy programs do not retain a qualified backup vendor for their cytokines or culture media. The FDA has emphasized that building 𝗿𝗲𝗱𝘂𝗻𝗱𝗮𝗻𝗰𝘆 into sourcing strategies is essential to 𝗿𝗲𝗱𝘂𝗰𝗶𝗻𝗴 𝘁𝗵𝗲 𝗿𝗶𝘀𝗸 𝗼𝗳 𝗱𝗿𝘂𝗴 𝘀𝗵𝗼𝗿𝘁𝗮𝗴𝗲𝘀 and ensuring uninterrupted access to therapies for patients. While isolation and activation reagents are process-defining and hard to replace, cytokines and media can often be sourced from alternate vendors without compromising product quality. Here's how to establish a qualified backup vendor for these ancillary materials: 𝟭. 𝗜𝗱𝗲𝗻𝘁𝗶𝗳𝘆 𝗦𝘂𝗶𝘁𝗮𝗯𝗹𝗲 𝗔𝗹𝘁𝗲𝗿𝗻𝗮𝘁𝗶𝘃𝗲𝘀 Not all GMP materials are created equal. For example, when evaluating cytokines, you may want to prioritize products that are 𝘀𝘁𝗲𝗿𝗶𝗹𝗲 𝗶𝗻 𝗮 𝗿𝗲𝗴𝘂𝗹𝗮𝘁𝗼𝗿𝘆 𝗰𝗼𝗻𝘁𝗲𝘅𝘁 (not just tested negative for growth), report lot-specific biological activity in defined units, and clearly explain how activity is measured. Look for transparent CoAs and PQCs, ISO9001 and ISO13485 certifications, high levels of unmodified proteins, and above all, a track record in clinical manufacturing. The same level of scrutiny applies to culture media. 𝟮. 𝗔𝘀𝘀𝗲𝘀𝘀 𝗖𝗼𝗺𝗽𝗮𝗿𝗮𝗯𝗶𝗹𝗶𝘁𝘆 Evaluate whether the alternate material yields 𝗰𝗼𝗻𝘀𝗶𝘀𝘁𝗲𝗻𝘁 𝗽𝗿𝗼𝗱𝘂𝗰𝘁 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 by testing against your established critical quality attributes (CQAs). Focus on how the new reagent impacts cell identity, purity, potency, and overall functional performance. Consider running small-scale or non-GMP pilot batches to confirm that switching inputs does not compromise product integrity. 𝟯. 𝗤𝘂𝗮𝗹𝗶𝗳𝘆 𝗮𝗻𝗱 𝗢𝗻𝗯𝗼𝗮𝗿𝗱 If the alternate material meets your comparability criteria, initiate vendor qualification through your internal quality system. This includes confirming the supplier’s GMP compliance, quality certifications, and audit history. Access to a recent 𝘁𝗵𝗶𝗿𝗱-𝗽𝗮𝗿𝘁𝘆 𝗮𝘂𝗱𝗶𝘁 𝗿𝗲𝗽𝗼𝗿𝘁 can significantly streamline this step by providing independent verification. 𝟰. 𝗡𝗼𝘁𝗶𝗳𝘆 𝘁𝗵𝗲 𝗥𝗲𝗴𝘂𝗹𝗮𝘁𝗼𝗿𝘆 𝗔𝘂𝘁𝗵𝗼𝗿𝗶𝘁𝘆 Collect all comparability data, qualification records, and supplier certificates in accordance with your quality system. Ensure the documentation is audit-ready and aligned with your regulatory filings. Depending on how the material is referenced in your submission and its impact on product quality, you may need to notify FDA via an 𝗮𝗻𝗻𝘂𝗮𝗹 𝗿𝗲𝗽𝗼𝗿𝘁 𝗼𝗿 𝗮𝗺𝗲𝗻𝗱𝗺𝗲𝗻𝘁, subject to your internal regulatory strategy and risk assessment. Don’t just focus on your process and scaling. Your supply chain needs to be just as ready. If you're evaluating how to qualify a backup vendor for media or cytokines, send me a message!