{"id":11858,"date":"2024-01-10T12:32:38","date_gmt":"2024-01-10T12:32:38","guid":{"rendered":"https:\/\/www.clickdo.co.uk\/business-news\/?p=11858"},"modified":"2024-01-10T15:20:19","modified_gmt":"2024-01-10T15:20:19","slug":"how-computer-vision-helps-businesses-enhance-customer-experience","status":"publish","type":"post","link":"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/","title":{"rendered":"How Computer Vision Model Deployment Helps Businesses Enhance their Customer Experience"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69ef46172cdcf\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69ef46172cdcf\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#What_can_Computer_Vision_Models_do_for_Businesses\" >What can Computer Vision Models do for Businesses?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Simplification_and_Orchestration\" >Simplification and Orchestration:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Collaboration_and_Sharing\" >Collaboration and Sharing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Scaling_and_Uplevelling\" >Scaling and Uplevelling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Monitoring_and_Managing\" >Monitoring and Managing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Improving_and_Tailoring\" >Improving and Tailoring<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#How_can_Computer_Vision_Deployment_improve_the_Customer_Experience_in_Different_Industries\" >How can Computer Vision Deployment improve the Customer Experience in Different Industries?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Energy_Sector\" >Energy Sector<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Manufacturing_Sector\" >Manufacturing Sector<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Transportation_Sector\" >Transportation Sector<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Retail_Sector\" >Retail Sector<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Healthcare_Sector\" >Healthcare Sector<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.clickdo.co.uk\/business-news\/how-computer-vision-helps-businesses-enhance-customer-experience\/#Final_Thoughts\" >Final Thoughts<\/a><\/li><\/ul><\/nav><\/div>\n<p>If you\u2019ve never heard of <a href=\"https:\/\/en.wikipedia.org\/wiki\/Computer_vision\" target=\"_blank\" rel=\"noopener\">computer vision<\/a> (CV) then read on as it\u2019s going to be important for any business.<\/p>\n<p>We all understand the importance of artificial intelligence for great customer service \u2013 <a href=\"https:\/\/www.clickdo.co.uk\/business-news\/waiting-is-biggest-turn-off-for-digital-consumers\/\" target=\"_blank\" rel=\"noopener\">who enjoys waiting in the digital era<\/a> right? With CV being a branch of AI, it will play a pivotal role for businesses requiring assistance with training machines to understand the visual human world for better customer experiences.<\/p>\n<p>CV is useful in many ways such as improving quality, optimizing operations and services, increasing safety, and most importantly enhancing the customer experience. And which company doesn\u2019t want ultra-happy customers?<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_can_Computer_Vision_Models_do_for_Businesses\"><\/span>What can Computer Vision Models do for Businesses?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-11862\" src=\"https:\/\/www.clickdo.co.uk\/business-news\/wp-content\/uploads\/2024\/01\/what-can-computer-vision-models-do-for-businesses.jpg\" alt=\"what-can-computer-vision-models-do-for-businesses\" width=\"640\" height=\"427\" srcset=\"https:\/\/www.clickdo.co.uk\/business-news\/wp-content\/uploads\/2024\/01\/what-can-computer-vision-models-do-for-businesses.jpg 640w, https:\/\/www.clickdo.co.uk\/business-news\/wp-content\/uploads\/2024\/01\/what-can-computer-vision-models-do-for-businesses-300x200.jpg 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>CV models can perform a wide range of tasks such as face recognition, object detection, segmentation, and classification, but developing and deploying CV models is a job for specialists in the field as it requires a lot of data, computing resources, and technical expertise.<\/p>\n<p>But that\u2019s not all. Once a CV model is developed and deployed for a specific business or operation, it requires ongoing monitoring and updating for the most reliable performance. Hence to <a href=\"https:\/\/www.picsellia.com\/model-deployment\" target=\"_blank\" rel=\"noopener\">deploy a computer vision model<\/a> isn\u2019t a walk in the park, but a very worthy business investment as you\u2019ll come to learn.<\/p>\n<p>Now, we\u2019re going to get a bit technical here as that\u2019s where machine learning comes in. So-called <a href=\"https:\/\/www.techopedia.com\/definition\/34461\/machine-learning-operations-mlops\" target=\"_blank\" rel=\"noopener\">MLOps<\/a> (machine learning operations) is a set of processes aiming to automate and streamline data collection, model development, testing, deployment, and monitoring. MLOps is a crucial tool for faster, better, and more reliable CV solutions. Businesses need MLOps for CV because CV models often require complex and customized pipelines that involve multiple processes and components.<\/p>\n<p>Say your business wants to develop a CV pipeline for face recognition, it would require multiple steps from face detection, alignment, embedding, and matching to get the full process to work and be implemented successfully, which is why managing this can be extremely time-consuming, complicated, and error-prone.<\/p>\n<p><strong>With an MLOps platform that can support CV pipelines, businesses can expect the following benefits for their operations and services they want to target such as customer services:<\/strong><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Simplification_and_Orchestration\"><\/span>Simplification and Orchestration:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>MLOps platforms can simplify the creation and orchestration of CV pipelines with a graphical interface, or a code-based environment enabling users to define, connect, and run the pipeline components effectively.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Collaboration_and_Sharing\"><\/span>Collaboration and Sharing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>MLOps platforms can help to reuse and share CV models and components across different pipelines and projects, reducing duplication and improving collaboration.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Scaling_and_Uplevelling\"><\/span>Scaling and Uplevelling<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>MLOps platforms can facilitate the deployment and scaling of CV pipelines on various platforms and environments, such as cloud, edge, or hybrid.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Monitoring_and_Managing\"><\/span>Monitoring and Managing<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>MLOps platforms can offer tools for monitoring and managing CV pipelines, such as dashboards, logs, alerts, and metrics.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Improving_and_Tailoring\"><\/span>Improving and Tailoring<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>MLOps platforms can support the ongoing improvement of CV pipelines through experimentation, versioning, testing, and validation.<\/p>\n<p>All in all, CV deployments via MLOps platforms will rapidly transform any business service as these advantages clearly show.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_can_Computer_Vision_Deployment_improve_the_Customer_Experience_in_Different_Industries\"><\/span>How can Computer Vision Deployment improve the Customer Experience in Different Industries?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-11861\" src=\"https:\/\/www.clickdo.co.uk\/business-news\/wp-content\/uploads\/2024\/01\/how-can-computer-vision-deployment-improve-the-customer-experience.jpg\" alt=\"how-can-computer-vision-deployment-improve-the-customer-experience\" width=\"640\" height=\"427\" srcset=\"https:\/\/www.clickdo.co.uk\/business-news\/wp-content\/uploads\/2024\/01\/how-can-computer-vision-deployment-improve-the-customer-experience.jpg 640w, https:\/\/www.clickdo.co.uk\/business-news\/wp-content\/uploads\/2024\/01\/how-can-computer-vision-deployment-improve-the-customer-experience-300x200.jpg 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>Now that we have a better understanding of CV deployment and how it can be realised in the business world, let\u2019s look at some examples of how this technology can help businesses improve their customer service.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Energy_Sector\"><\/span>Energy Sector<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>For any business in the energy industry such as energy providers, CV can tremendously improve the customer experience as it helps with monitoring and maintaining energy infrastructure, such as power lines, wind turbines, and solar panels for example. Detecting faults and leaks quickly is essential for any business to act and support the customers affected as best as possible. Energy companies can also improve their energy efficiency with CV as it can analyse energy consumption patterns and optimize demand responses.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Manufacturing_Sector\"><\/span>Manufacturing Sector<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>When it comes to being a manufacturer quality, and productivity matter for the customers. Automating inspections and detecting faults or defects in the production with CV can help reduce manufacturing errors and faulty products. Smart factories using CV to adapt to changing conditions and customer needs can be ahead of their competition, satisfying their customer\u2019s needs.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Transportation_Sector\"><\/span>Transportation Sector<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Passengers rely heavily on the traffic management of transport providers, which is often flawed causing severe delays and disruptions. CV can improve traffic management and reduce congestion by analysing traffic flow and optimizing routes. By providing more effective and personalized customer service through augmented reality and better communication, CV can improve the overall customer experience when traveling.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Retail_Sector\"><\/span>Retail Sector<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>As a retail business, personalisation plays a key role in making customers happy. CV can help businesses by providing personalized recommendations, virtual try-ons, and self-checkout options. Utilising CV can enable retailers to develop smart stores that can analyse customer behaviour and preferences and optimize store layout and merchandising as well as marketing.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Healthcare_Sector\"><\/span>Healthcare Sector<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>There is a huge potential for CVs for businesses in the healthcare industry. From improving diagnosis and treatment by supporting the analysis of X-rays, scans, and ultrasound images to assisting surgeons with real-time guidance and feedback during an operation, CV promises many improvements for the patient experience and journey. Even after treatments are completed, CV can ensure to monitoring of patient health and well-being for a continuous positive patient experience.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Final_Thoughts\"><\/span>Final Thoughts<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Businesses in any industry or sector that want to deliver the best customer experience will rely on AI and CV shortly. MLOps platforms for CV are important tools to develop, deploy, and manage complex and customized CV solutions with ease and efficiency and business owners shouldn\u2019t be under any illusion that they can manage such complex processes themselves without the expertise of specialists in the field.<\/p>\n<p>Investing in CV deployment will pay off significantly as once built and implemented, it can be reused and repurposed as well as adapted to ensure that their business can always continue to deliver the best and most tailored customer service they can offer. Their customers will surely thank them for it, no doubt.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>If you\u2019ve never heard of computer vision (CV) then read on as it\u2019s going to be important for any business. We all understand the importance of artificial intelligence for great customer service \u2013 who enjoys waiting in the digital era right? With CV being a branch of AI, it will play a pivotal role for [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":11860,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[316,246,71],"tags":[635,634,636,633],"class_list":["post-11858","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business","category-customer-service","category-technology","tag-business-applications-of-computer-vision","tag-computer-vision-model-deployment","tag-deploying-models-for-customer-satisfaction","tag-how-computer-vision-helps-businesses-enhance-customer-experience"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/posts\/11858","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/comments?post=11858"}],"version-history":[{"count":2,"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/posts\/11858\/revisions"}],"predecessor-version":[{"id":11863,"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/posts\/11858\/revisions\/11863"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/media\/11860"}],"wp:attachment":[{"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/media?parent=11858"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/categories?post=11858"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.clickdo.co.uk\/business-news\/wp-json\/wp\/v2\/tags?post=11858"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}