{"id":3484,"date":"2026-06-21T06:40:21","date_gmt":"2026-06-21T06:40:21","guid":{"rendered":"https:\/\/edgeyon.com\/blog\/?p=3484"},"modified":"2026-06-21T06:40:39","modified_gmt":"2026-06-21T06:40:39","slug":"10-ai-automation-ideas-every-business-should-implement-in-2026","status":"publish","type":"post","link":"https:\/\/edgeyon.com\/blog\/automation\/10-ai-automation-ideas-every-business-should-implement-in-2026\/","title":{"rendered":"10 AI Automation Ideas Every Business Should Implement in 2026"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Businesses across every industry are facing rising customer expectations, increasing operational costs, and intense competition in 2026. At the same time, organizations must deliver faster services, personalized experiences, stronger security, and better results with limited resources. As a result, <strong>AI Automation Ideas for Business<\/strong> are becoming essential for improving efficiency, reducing costs, streamlining workflows, and driving sustainable growth. Companies that adopt the right AI automation strategies can enhance productivity, make smarter decisions, and gain a competitive advantage in today&#8217;s rapidly evolving digital landscape.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As a result, organizations are increasingly turning toward artificial intelligence and automation to bridge this gap. AI automation is no longer a futuristic concept reserved for large enterprises. Instead, it has become a practical business necessity that enables organizations of all sizes to improve productivity, reduce costs, and make smarter decisions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">According to recent industry reports, businesses implementing AI-driven automation are experiencing significant improvements in operational efficiency, customer satisfaction, and revenue growth. Furthermore, advancements in Large Language Models (LLMs), predictive analytics, machine learning, computer vision, and generative AI have made automation more accessible and effective than ever before.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However, many companies still struggle to identify which AI automation initiatives provide the highest return on investment. Therefore, understanding the most impactful AI automation opportunities can help organizations prioritize their digital transformation strategies and remain competitive in an increasingly AI-driven marketplace.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why AI Automation Has Become a Business Necessity in 2026<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">For many organizations, manual processes continue to consume valuable time and resources. Employees often spend countless hours entering data, responding to repetitive customer inquiries, generating reports, managing workflows, and performing routine administrative tasks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Consequently, these repetitive activities reduce productivity and prevent teams from focusing on strategic initiatives that drive growth. Moreover, human errors, delayed responses, and inconsistent processes can negatively impact customer experiences and business performance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI automation addresses these challenges by combining machine learning algorithms, natural language processing, predictive analytics, and intelligent workflow automation. As a result, businesses can streamline operations, enhance decision-making, and create more scalable processes.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"358\" src=\"https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/intellegent-customer-support.jpg?resize=640%2C358&#038;ssl=1\" alt=\"\" class=\"wp-image-3486\" style=\"aspect-ratio:1.7857498754359742;width:602px;height:auto\" srcset=\"https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/intellegent-customer-support.jpg?w=1000&amp;ssl=1 1000w, https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/intellegent-customer-support.jpg?resize=300%2C168&amp;ssl=1 300w, https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/intellegent-customer-support.jpg?resize=768%2C430&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #1: Intelligent Customer Support Automation<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Customer support teams frequently struggle with growing ticket volumes, increasing customer expectations, and limited staffing resources. Consequently, response times become longer, customer satisfaction declines, and operational costs increase.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Modern AI-powered virtual assistants and intelligent chatbots can provide instant responses to customer inquiries around the clock. Furthermore, these systems can understand customer intent, analyze historical interactions, and provide personalized solutions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead of waiting for human agents, customers receive immediate assistance. Meanwhile, support teams can focus on complex issues that require human expertise.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Large Language Models (LLMs)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Natural Language Processing (NLP)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Intent Recognition Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Sentiment Analysis Algorithms<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Retrieval-Augmented Generation (RAG)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations implementing AI customer support automation often experience faster response times, lower support costs, improved customer satisfaction, and higher agent productivity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #2: AI-Powered Lead Qualification and Sales Automation<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sales teams often waste significant time pursuing leads that have little intention of purchasing. Consequently, conversion rates remain low while acquisition costs continue to rise.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-powered lead scoring systems analyze customer behavior, engagement patterns, demographic information, website interactions, and purchasing signals.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As a result, sales representatives can focus their efforts on prospects most likely to convert.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Predictive Lead Scoring Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Classification Algorithms<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Behavioral Analytics Systems<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Customer Intent Prediction Models<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Businesses using AI-driven lead qualification typically achieve higher conversion rates, shorter sales cycles, and improved revenue generation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #3: Predictive Analytics for Business Decision Making<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Many organizations rely on historical reports and intuition when making important business decisions. Unfortunately, this approach often results in missed opportunities and inaccurate forecasts.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Predictive analytics platforms analyze historical and real-time data to identify patterns, trends, and future outcomes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Therefore, leaders can make informed decisions regarding inventory planning, resource allocation, customer retention, and revenue forecasting.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Time Series Forecasting<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Neural Networks<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Regression Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Machine Learning Prediction Engines<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations gain better visibility into future performance, allowing them to reduce risks and capitalize on growth opportunities.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #4: Automated Marketing Campaign Optimization<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Marketing teams often struggle to determine which campaigns, channels, and audiences deliver the highest return on investment.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI continuously analyzes campaign performance and automatically adjusts targeting, bidding strategies, content delivery, and audience segmentation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Consequently, businesses maximize marketing effectiveness while reducing wasted advertising spend.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Recommendation Engines<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Audience Segmentation Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Predictive Customer Analytics<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Marketing Attribution Algorithms<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Companies experience improved lead generation, increased customer engagement, and stronger marketing ROI.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #5: Intelligent Document Processing and Data Extraction<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Manual document processing consumes substantial time and introduces unnecessary errors.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-powered document processing systems automatically extract, classify, validate, and organize information from invoices, contracts, forms, and financial documents.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Therefore, organizations significantly reduce administrative workloads.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Optical Character Recognition (OCR)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Computer Vision<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Natural Language Processing<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Document Classification Models<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Faster document handling, improved accuracy, reduced operational costs, and enhanced compliance.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"358\" src=\"https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/AI-Based-Fraud-Detection-and-Risk-Management.jpg?resize=640%2C358&#038;ssl=1\" alt=\"\" class=\"wp-image-3487\" style=\"aspect-ratio:1.7857498754359742;width:690px;height:auto\" srcset=\"https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/AI-Based-Fraud-Detection-and-Risk-Management.jpg?w=1000&amp;ssl=1 1000w, https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/AI-Based-Fraud-Detection-and-Risk-Management.jpg?resize=300%2C168&amp;ssl=1 300w, https:\/\/i0.wp.com\/edgeyon.com\/blog\/wp-content\/uploads\/2026\/06\/AI-Based-Fraud-Detection-and-Risk-Management.jpg?resize=768%2C430&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #6: AI-Based Fraud Detection and Risk Management<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Fraudulent transactions continue to increase across financial services, e-commerce, fintech, and forex industries.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI systems analyze millions of transactions in real time and identify suspicious activities before financial losses occur.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anomaly Detection<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Behavioral Analytics<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Risk Scoring Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Machine Learning Classification Systems<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Reduced fraud losses, improved security, and stronger regulatory compliance.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #7: Automated HR Recruitment and Talent Screening<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Recruiters often receive hundreds or thousands of applications for a single position.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI recruitment systems automatically screen resumes, evaluate qualifications, rank candidates, and schedule interviews.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Resume Parsing Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Candidate Matching Algorithms<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Skill Classification Systems<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Predictive Hiring Models<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Faster hiring, improved candidate quality, and lower recruitment costs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #8: AI-Powered Inventory and Supply Chain Optimization<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Inventory shortages and excess stock directly impact profitability.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI analyzes demand patterns, seasonal trends, supplier performance, and customer purchasing behavior.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Consequently, businesses maintain optimal inventory levels.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Demand Forecasting Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Supply Chain Analytics<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Inventory Optimization Algorithms<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Predictive Planning Systems<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Reduced waste, improved cash flow, and increased customer satisfaction.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #9: Automated Financial Forecasting and Reporting<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Financial forecasting is often complex, time-consuming, and prone to inaccuracies.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI continuously analyzes financial data and automatically generates forecasts, dashboards, and performance reports.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Financial Prediction Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Time Series Forecasting<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Risk Assessment Algorithms<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Machine Learning Analytics<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Improved planning accuracy, stronger financial visibility, and faster decision-making.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Automation Idea #10: AI Knowledge Management and Internal Business Assistants<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">The Business Challenge<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Employees frequently spend excessive time searching for information across multiple systems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Solves the Problem<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI-powered knowledge assistants provide instant access to organizational knowledge, documentation, policies, and procedures.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Models and Algorithms Behind It<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Large Language Models<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Vector Databases<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Retrieval-Augmented Generation<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Semantic Search Algorithms<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Business Impact<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Higher employee productivity, reduced training costs, and faster problem resolution.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Common AI Implementation Mistakes Businesses Must Avoid<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Although <strong><a href=\"https:\/\/www.edgeyon.com\/ai-and-automation-solution.php\">AI automation<\/a><\/strong> offers tremendous benefits, organizations often encounter challenges when implementation strategies lack clear objectives. Therefore, businesses should begin with specific use cases, establish measurable goals, maintain data quality standards, and ensure employee adoption.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Furthermore, successful AI initiatives require continuous monitoring, optimization, and alignment with business objectives.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Businesses That Delay AI Adoption Risk Falling Behind<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">As competitors increasingly adopt AI automation, organizations that delay implementation may face rising operational costs, slower growth, declining customer satisfaction, and reduced market competitiveness.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Therefore, investing in AI automation today positions businesses for long-term success and sustainable growth.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Edgeyon Helps Businesses Implement AI Automation<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">At Edgeyon, we help organizations identify automation opportunities, design AI-driven workflows, integrate advanced machine learning models, and deploy scalable enterprise automation solutions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Our expertise spans intelligent customer support, predictive analytics, AI-powered business intelligence, process automation, fraud detection, and digital transformation initiatives that drive measurable business outcomes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Final Thoughts<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI automation is transforming how businesses operate, compete, and grow in 2026. From customer support and sales automation to predictive analytics and intelligent decision-making, the opportunities are vast.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations that strategically implement AI automation can reduce costs, improve efficiency, enhance customer experiences, and unlock new growth opportunities. More importantly, they can build resilient, future-ready businesses capable of thriving in an increasingly digital economy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The future belongs to businesses that embrace AI not as a replacement for human talent, but as a powerful tool that enables people to work smarter, innovate faster, and deliver greater value.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Businesses across every industry are facing rising customer expectations, increasing operational costs, and intense competition in 2026. At the same time, organizations must deliver faster services, personalized experiences, stronger security, and better results with limited resources. As a result, AI Automation Ideas for Business are becoming essential for improving efficiency, reducing costs, streamlining workflows, and [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3485,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[26],"tags":[28,27],"class_list":["post-3484","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automation","tag-ai","tag-automation"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - 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