[{"data":1,"prerenderedAt":387},["ShallowReactive",2],{"projects-detail:food-manufacturer":3,"projects-detail:surrounding:food-manufacturer":156},{"id":4,"title":5,"about":6,"bgColor":7,"body":8,"clientLogo":139,"coverImageColour":7,"description":132,"extension":140,"h1":7,"h2":7,"image":7,"insightsTitle":7,"keyTech":141,"largeCoverImage":142,"meta":143,"navigation":147,"pageSections":7,"path":148,"projectName":149,"projectState":7,"projectStatement":7,"projectsTitle":7,"results":7,"seo":150,"smallCoverImage":7,"smallTitle":7,"statBlocks":7,"stem":154,"__hash__":155},"projects\u002Fprojects\u002Ffood-manufacturer.md","Food Manufacturer","A UK-based large food manufacturer, established for over 100 years, providing products as part of a healthy, balanced diet, through a range of products to suit all meal occasions, lifestyles and tastes.",null,{"type":9,"value":10,"toc":131},"minimark",[11,19,23,29,32,35,41,44,47,69,72,89,92,98,101,104,121,124],[12,13,15],"h2",{"id":14},"client",[16,17,18],"strong",{},"Client",[20,21,22],"p",{},"A leading consumer goods company",[12,24,26],{"id":25},"background",[16,27,28],{},"Background",[20,30,31],{},"To better monitor product visibility in stores, our client wanted to implement an automated solution for capturing and analysing images of their goods on supermarket shelves.",[20,33,34],{},"The ideal solution required a custom image classification model capable of identifying the client's products in varied conditions. Our client selected Audacia to collaborate on a pilot leveraging Azure Custom Vision, assessing its suitability for production deployment.",[12,36,38],{"id":37},"solution",[16,39,40],{},"Solution",[20,42,43],{},"Audacia worked closely with the client to build an image classification model using Azure Custom Vision.",[20,45,46],{},"Azure Custom Vision, a part of Azure Cognitive Services, was used for this project because it provides built-in functionality for identifying products on shelves. Azure Custom Vision provides granular functionality for choosing what machine learning you want to create, categorised into:",[48,49,50,57,63],"ul",{},[51,52,53,56],"li",{},[16,54,55],{},"Project Types:"," Allows users to select whether they want to classify images (Classification) or detect objects (Object Detection). The Object Detection Project Type was leveraged in this project to train the Custom Vision model to recognise individual products.",[51,58,59,62],{},[16,60,61],{},"Classification Types:"," Distinguishes between Multilabel or Multiclass. Multilabel means that any number of tags can be applied to the images, whereas multiclass organises images into single categories. This means that most of the images that are uploaded will be organised into the most likely tag.",[51,64,65,68],{},[16,66,67],{},"Domains:"," Particularly useful is the extensive list of domains that Azure provides. Users can select from this list to focus their solution around one area of computer vision. Azure already has a base model that has received a lot of data on how to identify images of, for example, food, landmarks and other areas.",[20,70,71],{},"Key steps included:",[48,73,74,77,80,83,86],{},[51,75,76],{},"Collecting a dataset of product images from varied angles and conditions",[51,78,79],{},"Labelling images with tags for the model to learn from",[51,81,82],{},"Training a detection model optimised for identifying consumer goods",[51,84,85],{},"Testing and refining the model using an iterative feedback process",[51,87,88],{},"Deploying the model via a web app for analysis and visibility",[20,90,91],{},"Built entirely in the cloud, the Custom Vision model analyses real-time images and accurately identifies the client's products on shelves. The pilot demonstrated the ease, speed, and flexibility of the Azure Cognitive Services platform.",[12,93,95],{"id":94},"results",[16,96,97],{},"Results",[20,99,100],{},"Custom Vision enabled the creation of a proof of concept by creating, training and refining an image detection model. The implementation of Azure Custom Vision provided the client with a clear proof of concept for how an AI solution for product image detection would behave. ",[20,102,103],{},"The Azure Custom Vision proof of concept delivered:",[48,105,106,109,112,115,118],{},[51,107,108],{},"Accurate classification of products from real-world images",[51,110,111],{},"Rapid model development and training",[51,113,114],{},"Easy refinement using an intuitive web interface",[51,116,117],{},"Flexible deployment options for production",[51,119,120],{},"Increased understanding of Microsoft's ML offerings",[20,122,123],{},"By leveraging Custom Vision's advanced machine learning capabilities, the client gained data-driven insights into product visibility and shelf placement.",[20,125,126],{},[127,128],"img",{"alt":129,"src":130,"title":129},"Image recognition for retail screenshot","\u002Fimg\u002Fscreens\u002Fframe-77.png",{"title":132,"searchDepth":133,"depth":133,"links":134},"",2,[135,136,137,138],{"id":14,"depth":133,"text":18},{"id":25,"depth":133,"text":28},{"id":37,"depth":133,"text":40},{"id":94,"depth":133,"text":97},"\u002Fimg\u002Fclient-logos\u002Fairetailprojecticon.png","md","Azure Custom Vision","\u002Fimg\u002Fscreens\u002Fretailaiproject.jpg",{"statBlock":144,"hideFromSidebar":147},{"title":145,"text":146},"Images","Classified using Azure Custom Vision.",true,"\u002Fprojects\u002Ffood-manufacturer","AI image recognition to identify products within supermarkets",{"title":151,"description":152,"keywords":153},"Product Image Classification with Azure Custom Vision | AI Consultancy","AI consultancy, Audacia, worked with a leading consumer goods organisation to build an image classification model using Azure Custom Vision.","AI Consultancy, image recognition, product image recognition, machine learning","projects\u002Ffood-manufacturer","7aiH3pW0bqNFic4lK3rYZTA2A3batI_3KXCIz7iFirc",[157,163,167,173,179,185,191,197,201,206,212,218,224,229,235,241,248,249,255,261,267,273,279,285,291,297,303,309,315,321,327,333,339,345,351,358,364,369,375,381],{"path":158,"title":159,"projectName":160,"clientLogo":161,"smallCoverImage":7,"largeCoverImage":162},"\u002Fprojects\u002F2m","2M","Centralising distributed brands through cloud data integration","\u002Fimg\u002Fclient-logos\u002Fframe-27.png","\u002Fimg\u002Fscreens\u002F2m.png",{"path":164,"title":165,"projectName":166,"clientLogo":161,"smallCoverImage":7,"largeCoverImage":162},"\u002Fprojects\u002F2m-group-of-companies","2M Group of Companies","Augmenting internal development teams to accelerate project delivery",{"path":168,"title":169,"projectName":170,"clientLogo":171,"smallCoverImage":7,"largeCoverImage":172},"\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":174,"title":175,"projectName":176,"clientLogo":177,"smallCoverImage":7,"largeCoverImage":178},"\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":180,"title":181,"projectName":182,"clientLogo":183,"smallCoverImage":7,"largeCoverImage":184},"\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":186,"title":187,"projectName":188,"clientLogo":189,"smallCoverImage":7,"largeCoverImage":190},"\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":192,"title":193,"projectName":194,"clientLogo":195,"smallCoverImage":7,"largeCoverImage":196},"\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":198,"title":199,"projectName":200,"clientLogo":195,"smallCoverImage":7,"largeCoverImage":196},"\u002Fprojects\u002Faesseal-product-data-centralisation","AESSEAL - Product Data Centralisation","Unlocking analytics by centralising product data across international sites",{"path":202,"title":203,"projectName":204,"clientLogo":195,"smallCoverImage":7,"largeCoverImage":205},"\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":207,"title":208,"projectName":209,"clientLogo":210,"smallCoverImage":7,"largeCoverImage":211},"\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":213,"title":214,"projectName":215,"clientLogo":216,"smallCoverImage":7,"largeCoverImage":217},"\u002Fprojects\u002Fbeelivery","Beelivery ","Transforming development processes to drive consistent growth","\u002Fimg\u002Fclient-logos\u002Fframe-29.png","\u002Fimg\u002Fscreens\u002Fbeelivery.png",{"path":219,"title":220,"projectName":221,"clientLogo":222,"smallCoverImage":7,"largeCoverImage":223},"\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":225,"title":226,"projectName":227,"clientLogo":222,"smallCoverImage":7,"largeCoverImage":228},"\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":230,"title":231,"projectName":232,"clientLogo":233,"smallCoverImage":7,"largeCoverImage":234},"\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":236,"title":237,"projectName":238,"clientLogo":239,"smallCoverImage":7,"largeCoverImage":240},"\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":242,"title":243,"projectName":244,"clientLogo":245,"smallCoverImage":246,"largeCoverImage":247},"\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":148,"title":5,"projectName":149,"clientLogo":139,"smallCoverImage":7,"largeCoverImage":142},{"path":250,"title":251,"projectName":252,"clientLogo":253,"smallCoverImage":7,"largeCoverImage":254},"\u002Fprojects\u002Fglobal-medical-device-company","STERIS","ML dosage predictor to optimise the sterilisation of 1,000 products per week","\u002Fimg\u002Fclient-logos\u002Fsteris.png","\u002Fimg\u002Fscreens\u002Faimedicalimage.png",{"path":256,"title":257,"projectName":258,"clientLogo":259,"smallCoverImage":7,"largeCoverImage":260},"\u002Fprojects\u002Fgymfinity","Gymfinity Kids","A gym management system supporting 6,000 end users","\u002Fimg\u002Fclient-logos\u002Fgymfinitylogo-2-.png","\u002Fimg\u002Fscreens\u002Faudaciagymfinitykids.jpg",{"path":262,"title":263,"projectName":264,"clientLogo":265,"smallCoverImage":7,"largeCoverImage":266},"\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":268,"title":269,"projectName":270,"clientLogo":271,"smallCoverImage":7,"largeCoverImage":272},"\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":274,"title":275,"projectName":276,"clientLogo":277,"smallCoverImage":7,"largeCoverImage":278},"\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":280,"title":281,"projectName":282,"clientLogo":283,"smallCoverImage":7,"largeCoverImage":284},"\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":286,"title":287,"projectName":288,"clientLogo":289,"smallCoverImage":7,"largeCoverImage":290},"\u002Fprojects\u002Flinde","Linde","Improving customer experience and consistency through mobile sales and reporting","\u002Fimg\u002Fclient-logos\u002Flinde.png","\u002Fimg\u002Fscreens\u002Fbannerimage_linde.jpg",{"path":292,"title":293,"projectName":294,"clientLogo":295,"smallCoverImage":7,"largeCoverImage":296},"\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":298,"title":299,"projectName":300,"clientLogo":301,"smallCoverImage":7,"largeCoverImage":302},"\u002Fprojects\u002Fmasta","MASTA","Managing end-to-end vaccination processes in one centralised portal","\u002Fimg\u002Fclient-logos\u002Fmasta.png","\u002Fimg\u002Fscreens\u002Fbannerimage_masta.jpg",{"path":304,"title":305,"projectName":306,"clientLogo":307,"smallCoverImage":7,"largeCoverImage":308},"\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":310,"title":311,"projectName":312,"clientLogo":313,"smallCoverImage":7,"largeCoverImage":314},"\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":316,"title":317,"projectName":318,"clientLogo":319,"smallCoverImage":7,"largeCoverImage":320},"\u002Fprojects\u002Fo2","O2","Managing end-to-end ticketing processes","\u002Fimg\u002Fclient-logos\u002Fo2.png","\u002Fimg\u002Fo2-cover-image.jpg",{"path":322,"title":323,"projectName":324,"clientLogo":325,"smallCoverImage":7,"largeCoverImage":326},"\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":328,"title":329,"projectName":330,"clientLogo":331,"smallCoverImage":7,"largeCoverImage":332},"\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":334,"title":335,"projectName":336,"clientLogo":337,"smallCoverImage":7,"largeCoverImage":338},"\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":340,"title":341,"projectName":342,"clientLogo":343,"smallCoverImage":7,"largeCoverImage":344},"\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":346,"title":347,"projectName":348,"clientLogo":349,"smallCoverImage":7,"largeCoverImage":350},"\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":352,"title":353,"projectName":354,"clientLogo":355,"smallCoverImage":356,"largeCoverImage":357},"\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":359,"title":360,"projectName":361,"clientLogo":362,"smallCoverImage":7,"largeCoverImage":363},"\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":365,"title":366,"projectName":367,"clientLogo":362,"smallCoverImage":7,"largeCoverImage":368},"\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":370,"title":371,"projectName":372,"clientLogo":373,"smallCoverImage":7,"largeCoverImage":374},"\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":376,"title":377,"projectName":378,"clientLogo":379,"smallCoverImage":7,"largeCoverImage":380},"\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":382,"title":383,"projectName":384,"clientLogo":385,"smallCoverImage":7,"largeCoverImage":386},"\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",1778145933686]