[{"data":1,"prerenderedAt":361},["ShallowReactive",2],{"projects-detail:global-medical-device-company":3,"projects-detail:surrounding:global-medical-device-company":130},{"id":4,"title":5,"about":6,"bgColor":7,"body":8,"clientLogo":105,"coverImageColour":7,"description":97,"extension":106,"h1":7,"h2":7,"image":7,"insightsTitle":7,"keyTech":7,"largeCoverImage":107,"meta":108,"navigation":109,"pageSections":7,"path":113,"projectName":114,"projectState":7,"projectStatement":7,"projectsTitle":7,"results":115,"seo":124,"smallCoverImage":7,"smallTitle":7,"statBlocks":7,"stem":128,"__hash__":129},"projects\u002Fprojects\u002Fglobal-medical-device-company.md","STERIS","STERIS is a leading global provider of products and services that support patient care with an emphasis on infection prevention, focused primarily on healthcare, pharmaceutical and medical device customers, with more than 17,000 associates worldwide.",null,{"type":9,"value":10,"toc":96},"minimark",[11,19,22,28,31,34,37,43,46,49,68,71,74,80,83,86,89],[12,13,15],"h3",{"id":14},"client",[16,17,18],"strong",{},"Client",[20,21,6],"p",{},[12,23,25],{"id":24},"background",[16,26,27],{},"Background",[20,29,30],{},"To optimise its operational processes, STERIS sought to implement an application that could accurately predict ideal sterilisation dosage ranges for products prior to processing.",[20,32,33],{},"The solution required a machine learning model capable of forecasting outputs based on key parameters like product density and processing speed. Training on historical data would enable the application to learn optimal dosage ranges to maximise efficiency and minimise risk.",[20,35,36],{},"With advanced machine learning capabilities required, the client partnered with Audacia given its track record delivering customised AI solutions.",[12,38,40],{"id":39},"solution",[16,41,42],{},"Solution",[20,44,45],{},"Audacia partnered with STERIS to create a machine learning application that could accurately forecast the optimal efficiency of the sterilisation process of thousands of products per week for the UK and US healthcare systems.",[20,47,48],{},"Key steps included:",[50,51,52,56,59,62,65],"ul",{},[53,54,55],"li",{},"Defining the core scenario and prediction requirements",[53,57,58],{},"Importing and preparing historical data for model training",[53,60,61],{},"Training a linear regression model using the LGM algorithm",[53,63,64],{},"Testing the model locally and evaluating performance",[53,66,67],{},"Enabling retraining as new data becomes available",[20,69,70],{},"Trained on 15 years of historic data, the solution uses a linear regression model with LGM algorithms to predict the level of sterilisation required for products prior to product loading based on variables such as belt speed, tote density and adjacent tote exposure. The model is continuously refined with automated retraining, ensuring that predictions remain accurate as new data becomes available.",[20,72,73],{},"The application was designed for easy integration with the existing tech stack and ERP platform, with Azure Machine Learning offering added flexibility for training models at scale.",[12,75,77],{"id":76},"results",[16,78,79],{},"Results",[20,81,82],{},"The AI dosage predictor delivered:",[84,85],"project-results",{":results":76},[20,87,88],{},"By leveraging machine learning, the client gained data-driven insights to enhance quality control and maximise productivity.",[20,90,91],{},[92,93],"img",{"alt":94,"src":95,"title":94},"AI ML case study screenshot ","\u002Fimg\u002Fscreens\u002Fmachinelearning-diagram.png",{"title":97,"searchDepth":98,"depth":98,"links":99},"",2,[100,102,103,104],{"id":14,"depth":101,"text":18},3,{"id":24,"depth":101,"text":27},{"id":39,"depth":101,"text":42},{"id":76,"depth":101,"text":79},"\u002Fimg\u002Fclient-logos\u002Fsteris.png","md","\u002Fimg\u002Fscreens\u002Faimedicalimage.png",{"hideFromSidebar":109,"statBlock":110},true,{"title":111,"text":112},"97%","Accuracy in forecasting optimal planning","\u002Fprojects\u002Fglobal-medical-device-company","ML dosage predictor to optimise the sterilisation of 1,000 products per week",[116,118,120,122],{"text":117},"97%+ accuracy in forecasting optimal dosage ranges",{"text":119},"Faster prototyping compared to traditional ML approaches",{"text":121},"Easy integration with existing .NET systems",{"text":123},"Flexible training options via local or cloud resources",{"title":125,"description":126,"keywords":127},"AI Dosage Predictor | Machine Learning | Audacia","Machine learning for predicting sterilisation dosages for 1,000 medical products per week for the US and UK healthcare systems.","machine learning, machine learning consultancy, AI consultancy, AI in healthcare","projects\u002Fglobal-medical-device-company","uu706U2GSkRZe17FmsIYnDUZxX-dfsX1GvYK0lqElX0",[131,137,141,147,153,159,165,171,175,180,186,192,198,203,209,215,222,228,229,235,241,247,253,259,265,271,277,283,289,295,301,307,313,319,325,332,338,343,349,355],{"path":132,"title":133,"projectName":134,"clientLogo":135,"smallCoverImage":7,"largeCoverImage":136},"\u002Fprojects\u002F2m","2M","Centralising distributed brands through cloud data integration","\u002Fimg\u002Fclient-logos\u002Fframe-27.png","\u002Fimg\u002Fscreens\u002F2m.png",{"path":138,"title":139,"projectName":140,"clientLogo":135,"smallCoverImage":7,"largeCoverImage":136},"\u002Fprojects\u002F2m-group-of-companies","2M Group of Companies","Augmenting internal development teams to accelerate project delivery",{"path":142,"title":143,"projectName":144,"clientLogo":145,"smallCoverImage":7,"largeCoverImage":146},"\u002Fprojects\u002Fa-leading-appliance-and-electronics-retailer","A leading appliance and electronics retailer","Delivering a data analytics, reporting and migration strategy ","\u002Fimg\u002Fclient-logos\u002Far_logo.png","\u002Fimg\u002Fscreens\u002Fappliances_cover.avif",{"path":148,"title":149,"projectName":150,"clientLogo":151,"smallCoverImage":7,"largeCoverImage":152},"\u002Fprojects\u002Fa-mental-healthcare-provider","A mental healthcare provider","Ensuring data architecture is robust, scalable, and efficient","\u002Fimg\u002Fclient-logos\u002Fmh_logo.png","\u002Fimg\u002Fscreens\u002Fmh_cover.avif",{"path":154,"title":155,"projectName":156,"clientLogo":157,"smallCoverImage":7,"largeCoverImage":158},"\u002Fprojects\u002Fa-uk-based-holiday-park-operator","Parkdean Resorts","Establishing a software testing team to increase the quality of products","\u002Fimg\u002Fclient-logos\u002Fpdlogo.png","\u002Fimg\u002Fscreens\u002Fholidayparkoperator.jpg",{"path":160,"title":161,"projectName":162,"clientLogo":163,"smallCoverImage":7,"largeCoverImage":164},"\u002Fprojects\u002Fadm-agriculture","ADM Agriculture","A commodities trading platform to support £3.5bn contracts and services each year","\u002Fimg\u002Fclient-logos\u002Fadm.png","https:\u002F\u002Fimages.unsplash.com\u002Fphoto-1565647952915-9644fcd446a4?ixlib=rb-1.2.1&ixid=MnwxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8&auto=format&fit=crop&w=2070&q=80",{"path":166,"title":167,"projectName":168,"clientLogo":169,"smallCoverImage":7,"largeCoverImage":170},"\u002Fprojects\u002Faesseal-knowledge-management","AESSEAL - Knowledge Management","A knowledge management platform to support £170m in sales per year","\u002Fimg\u002Fclient-logos\u002Faesseal.png","\u002Fimg\u002Fscreens\u002Faudaciaaessealsoftwaredevelopment.jpg",{"path":172,"title":173,"projectName":174,"clientLogo":169,"smallCoverImage":7,"largeCoverImage":170},"\u002Fprojects\u002Faesseal-product-data-centralisation","AESSEAL - Product Data Centralisation","Unlocking analytics by centralising product data across international sites",{"path":176,"title":177,"projectName":178,"clientLogo":169,"smallCoverImage":7,"largeCoverImage":179},"\u002Fprojects\u002Faesseal-quotation-platform","AESSEAL - Quotation Platform","Generating over 38,000 complex bespoke engineering quotations for global sites ","https:\u002F\u002Fimages.unsplash.com\u002Fphoto-1581092580497-e0d23cbdf1dc?q=80&w=3270&auto=format&fit=crop&ixlib=rb-4.0.3&ixid=M3wxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8fA%3D%3D",{"path":181,"title":182,"projectName":183,"clientLogo":184,"smallCoverImage":7,"largeCoverImage":185},"\u002Fprojects\u002Faptus-utilities","Aptus Utilities","Delivering one centralised system to manage 7 business functions","\u002Fimg\u002Fclient-logos\u002Faptusutilities.png","https:\u002F\u002Fimages.unsplash.com\u002Fphoto-1543489816-c87b0f5f7dd4?ixlib=rb-1.2.1&ixid=MnwxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8&auto=format&fit=crop&w=1740&q=80",{"path":187,"title":188,"projectName":189,"clientLogo":190,"smallCoverImage":7,"largeCoverImage":191},"\u002Fprojects\u002Fbeelivery","Beelivery ","Transforming development processes to drive consistent growth","\u002Fimg\u002Fclient-logos\u002Fframe-29.png","\u002Fimg\u002Fscreens\u002Fbeelivery.png",{"path":193,"title":194,"projectName":195,"clientLogo":196,"smallCoverImage":7,"largeCoverImage":197},"\u002Fprojects\u002Fbellway","Bellway","Centralising working practices for 22 regional divisions ","\u002Fimg\u002Fclient-logos\u002Fbellway.png","https:\u002F\u002Fexternal-content.duckduckgo.com\u002Fiu\u002F?u=https%3A%2F%2Fwww.thedevondaily.co.uk%2Fsites%2Fdefault%2Ffiles%2Ffield%2Fimage%2FBellway%2520customers%2520can%2520save%2520up%2520to%2520%25C2%25A315%252C000%2520when%2520purchasing%2520a%2520new%2520home%2520at%2520Fox%2520Mill%2520Gardens%2520(2).jpg&f=1&nofb=1&ipt=1438d4854ca3a17cb59c98e7f97ec25cd8da7da564c930668ce351eb9dba8e40&ipo=images",{"path":199,"title":200,"projectName":201,"clientLogo":196,"smallCoverImage":7,"largeCoverImage":202},"\u002Fprojects\u002Fbellway-homes-enterprise-data-migration","Bellway Homes - Enterprise Data Migration","Migrating sales and financial data from legacy systems to new ERP platform","\u002Fimg\u002Fscreens\u002Faudaciabellwayhomessoftware.jpg",{"path":204,"title":205,"projectName":206,"clientLogo":207,"smallCoverImage":7,"largeCoverImage":208},"\u002Fprojects\u002Fbridon-bekaert","Bridon Bekaert","Maximising field workforce productivity through a mobile CRM platform","\u002Fimg\u002Fclient-logos\u002Fbridon.png","\u002Fimg\u002Fscreens\u002Fbridon_bannerimage.jpg",{"path":210,"title":211,"projectName":212,"clientLogo":213,"smallCoverImage":7,"largeCoverImage":214},"\u002Fprojects\u002Fclimate-risk-analytics-provider","Climate risk analytics provider","Improving enterprise reporting for data-driven decision making","\u002Fimg\u002Fclient-logos\u002Fclimate-risk.png","\u002Fimg\u002Fscreens\u002Friskreporting.avif",{"path":216,"title":217,"projectName":218,"clientLogo":219,"smallCoverImage":220,"largeCoverImage":221},"\u002Fprojects\u002Fe-car","E-Car (part of Europcar)","A custom booking platform improving utilisation rates from 15% to 38%","\u002Fimg\u002Fclient-logos\u002Fecar.png","\u002Fimg\u002Fecar-cover-mobile.jpg","\u002Fimg\u002Fecar-cover.jpg",{"path":223,"title":224,"projectName":225,"clientLogo":226,"smallCoverImage":7,"largeCoverImage":227},"\u002Fprojects\u002Ffood-manufacturer","Food Manufacturer","AI image recognition to identify products within supermarkets","\u002Fimg\u002Fclient-logos\u002Fairetailprojecticon.png","\u002Fimg\u002Fscreens\u002Fretailaiproject.jpg",{"path":113,"title":5,"projectName":114,"clientLogo":105,"smallCoverImage":7,"largeCoverImage":107},{"path":230,"title":231,"projectName":232,"clientLogo":233,"smallCoverImage":7,"largeCoverImage":234},"\u002Fprojects\u002Fgymfinity","Gymfinity Kids","A gym management system supporting 6,000 end users","\u002Fimg\u002Fclient-logos\u002Fgymfinitylogo-2-.png","\u002Fimg\u002Fscreens\u002Faudaciagymfinitykids.jpg",{"path":236,"title":237,"projectName":238,"clientLogo":239,"smallCoverImage":7,"largeCoverImage":240},"\u002Fprojects\u002Fhampshire-police","Hampshire Police","Providing a new way to access restorative justice through text, video and voice","\u002Fimg\u002Fclient-logos\u002Fpolice-and-crime-commissioner.png","\u002Fimg\u002Fscreens\u002Fbannerimage_hampshireopcc.jpg",{"path":242,"title":243,"projectName":244,"clientLogo":245,"smallCoverImage":7,"largeCoverImage":246},"\u002Fprojects\u002Fhssmi-detc","HSSMI & DETC","Reducing project management processes from 7 days to 1","\u002Fimg\u002Fclient-logos\u002Fhssmi.png","\u002Fimg\u002Fscreens\u002Fbannerimage_hssmi.jpg",{"path":248,"title":249,"projectName":250,"clientLogo":251,"smallCoverImage":7,"largeCoverImage":252},"\u002Fprojects\u002Finnovative-trials","Innovative Trials","Improving global visibility and reporting with one centralised portal","\u002Fimg\u002Fclient-logos\u002Finnovative-trials.png","\u002Fimg\u002Fscreens\u002Fbannerimage_innovativetrials.jpg",{"path":254,"title":255,"projectName":256,"clientLogo":257,"smallCoverImage":7,"largeCoverImage":258},"\u002Fprojects\u002Fjuniper-education","Juniper Education","Modernising a legacy application to track the progress of 1000+ pupils","\u002Fimg\u002Fclient-logos\u002Fimage-20.png","\u002Fimg\u002Fscreens\u002Fjunipereducation.jpg",{"path":260,"title":261,"projectName":262,"clientLogo":263,"smallCoverImage":7,"largeCoverImage":264},"\u002Fprojects\u002Flinde","Linde","Improving customer experience and consistency through mobile sales and reporting","\u002Fimg\u002Fclient-logos\u002Flinde.png","\u002Fimg\u002Fscreens\u002Fbannerimage_linde.jpg",{"path":266,"title":267,"projectName":268,"clientLogo":269,"smallCoverImage":7,"largeCoverImage":270},"\u002Fprojects\u002Fmach-recruitment","Mach Recruitment","A centralised applicant management portal to reduce errors through automation","\u002Fimg\u002Fclient-logos\u002Fmachrecruitment.png","\u002Fimg\u002Fscreens\u002Fbannerimage_mach.jfif",{"path":272,"title":273,"projectName":274,"clientLogo":275,"smallCoverImage":7,"largeCoverImage":276},"\u002Fprojects\u002Fmasta","MASTA","Managing end-to-end vaccination processes in one centralised portal","\u002Fimg\u002Fclient-logos\u002Fmasta.png","\u002Fimg\u002Fscreens\u002Fbannerimage_masta.jpg",{"path":278,"title":279,"projectName":280,"clientLogo":281,"smallCoverImage":7,"largeCoverImage":282},"\u002Fprojects\u002Fnationwide-energy-provider","Nationwide Energy Provider","ML models to detect inaccurate or overestimated energy bills","\u002Fimg\u002Fclient-logos\u002Faienergyproject.png","\u002Fimg\u002Fscreens\u002Faudaciaenergy.jpg",{"path":284,"title":285,"projectName":286,"clientLogo":287,"smallCoverImage":7,"largeCoverImage":288},"\u002Fprojects\u002Fnorthern","Northern","A WhatsApp travel chatbot for live train information across 2,500 stations","\u002Fimg\u002Fclient-logos\u002Fframe-95-1-.png","\u002Fimg\u002Fscreens\u002Faudacianorthern.jpg",{"path":290,"title":291,"projectName":292,"clientLogo":293,"smallCoverImage":7,"largeCoverImage":294},"\u002Fprojects\u002Fo2","O2","Managing end-to-end ticketing processes","\u002Fimg\u002Fclient-logos\u002Fo2.png","\u002Fimg\u002Fo2-cover-image.jpg",{"path":296,"title":297,"projectName":298,"clientLogo":299,"smallCoverImage":7,"largeCoverImage":300},"\u002Fprojects\u002Fpersimmon-homes","Persimmon Homes","Delivering a platform for 5,000+ employees to communicate throughout remote working","\u002Fimg\u002Fclient-logos\u002Fpersimmon.png","\u002Fimg\u002Fscreens\u002Fpersimmon-homes.jpg",{"path":302,"title":303,"projectName":304,"clientLogo":305,"smallCoverImage":7,"largeCoverImage":306},"\u002Fprojects\u002Fsaas-no-code-platform","SaaS No Code Platform","An AI onboarding assistant to build custom applications","\u002Fimg\u002Fclient-logos\u002Fainocodeproject.png","\u002Fimg\u002Fscreens\u002Fnocodeaiproject.jpg",{"path":308,"title":309,"projectName":310,"clientLogo":311,"smallCoverImage":7,"largeCoverImage":312},"\u002Fprojects\u002Fscania","Scania","Providing digital transformation consultancy to integrate core systems","\u002Fimg\u002Fclient-logos\u002Fscania.png","https:\u002F\u002Fimages.unsplash.com\u002Fphoto-1601584115197-04ecc0da31d7?ixlib=rb-1.2.1&ixid=MnwxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8&auto=format&fit=crop&w=1740&q=80",{"path":314,"title":315,"projectName":316,"clientLogo":317,"smallCoverImage":7,"largeCoverImage":318},"\u002Fprojects\u002Fspecialist-marine-consultants-smc","Specialist Marine Consultants (SMC)","A platform to manage people across the biggest offshore windfarms in the world","\u002Fimg\u002Fclient-logos\u002Fsmc.png","https:\u002F\u002Fimages.unsplash.com\u002Fphoto-1548337138-e87d889cc369?ixlib=rb-1.2.1&ixid=MnwxMjA3fDB8MHxwaG90by1wYWdlfHx8fGVufDB8fHx8&auto=format&fit=crop&w=1196&q=80",{"path":320,"title":321,"projectName":322,"clientLogo":323,"smallCoverImage":7,"largeCoverImage":324},"\u002Fprojects\u002Fstory-homes","Story Homes","Providing total visibility across UK wide land developments","\u002Fimg\u002Fclient-logos\u002Fstoryhomes.png","https:\u002F\u002Fwww.ownplacer.com\u002Fuploads\u002FPlacer%20County%20Single%20Story%20Homes%20for%20Sale.jpg",{"path":326,"title":327,"projectName":328,"clientLogo":329,"smallCoverImage":330,"largeCoverImage":331},"\u002Fprojects\u002Ftechbuyer","Techbuyer","Development & integration to support 100,000+ product sales globally with 100% uptime","\u002Fimg\u002Fclient-logos\u002Ftechbuyer.png","\u002Fimg\u002Fscreens\u002Ftechbuyer_project_banner-mobile.jpg","\u002Fimg\u002Fscreens\u002Ftechbuyer_project_banner.png",{"path":333,"title":334,"projectName":335,"clientLogo":336,"smallCoverImage":7,"largeCoverImage":337},"\u002Fprojects\u002Fthe-national-institute-for-health-research","The National Institute of Health Research ","Leveraging AI to transform medical research dissemination ","\u002Fimg\u002Fclient-logos\u002Fnihr.png","\u002Fimg\u002Fscreens\u002Fnihr_cover.jpg",{"path":339,"title":340,"projectName":341,"clientLogo":336,"smallCoverImage":7,"largeCoverImage":342},"\u002Fprojects\u002Fthe-national-institute-for-health-research-nihr","The National Institute for Health Research (NIHR)","A platform to manage £317m funding allocation each year","\u002Fimg\u002Fscreens\u002Fnihr-healthcare-worker.jpg",{"path":344,"title":345,"projectName":346,"clientLogo":347,"smallCoverImage":7,"largeCoverImage":348},"\u002Fprojects\u002Funitas-wholesale","Unitas Wholesale","Building a system to manage all sales agreement processes ","\u002Fimg\u002Fclient-logos\u002Funitaslogo.png","\u002Fimg\u002Fscreens\u002Funitaswholesalebanner-1.png",{"path":350,"title":351,"projectName":352,"clientLogo":353,"smallCoverImage":7,"largeCoverImage":354},"\u002Fprojects\u002Fyorkshire-gas-power-ygp","Yorkshire Gas & Power (YGP)","Automating end to end billing processes through one centralised platform","\u002Fimg\u002Fclient-logos\u002Fygp.png","\u002Fimg\u002Fscreens\u002Fbannerimage_ygp.jpg",{"path":356,"title":357,"projectName":358,"clientLogo":359,"smallCoverImage":7,"largeCoverImage":360},"\u002Fprojects\u002Fyorkshire-sport-foundation","Yorkshire Sport Foundation","Giving greater visibility and reporting across initiatives and participants ","\u002Fimg\u002Fclient-logos\u002Fyorkshire-sport.png","\u002Fimg\u002Fscreens\u002Fbannerimage_ysf.jpg",1778145933670]