{"id":7095,"date":"2023-09-21T12:28:20","date_gmt":"2023-09-21T12:28:20","guid":{"rendered":"https:\/\/dianapps.com\/blog\/?p=7095"},"modified":"2024-12-20T06:32:38","modified_gmt":"2024-12-20T06:32:38","slug":"ai-in-market-research-a-comprehensive-guide","status":"publish","type":"post","link":"https:\/\/www.dianapps.com\/blog\/ai-in-market-research-a-comprehensive-guide\/","title":{"rendered":"AI in Market Research &#8211; A Comprehensive Guide"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">The job of market research is quite action-packed. From interpreting value-adding insights and recommendations to using modern algorithms to stay relevant, there\u2019s a lot to cover!\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">After the rapid adoption of Artificial Intelligence (AI), a massive request to shift and alter business development strategies was stimulated. Which further drifted to become more apt in market research.\u00a0<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Qualtrics&#8217; research indicates that 93% of researchers think employing AI in market research is beneficial.<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">The inducement of AI in market research has resulted in speedy enterprise upliftment and a reduction in cost associated with the multitude of tools and technologies. AI introduces a bunch of methodologies under one ecosystem, making life simpler and easier to function.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In this comprehensive guide, we\u2019ll be discussing<\/span><a href=\"https:\/\/dianapps.com\/blog\/how-is-ai-changing-the-world-around-you\/\"><span style=\"font-weight: 400;\"> how AI is changing the future<\/span><\/a><span style=\"font-weight: 400;\"> of market research alongside useful areas that will serve best and decide the future of businesses. Sounds enticing? Let\u2019s get started!<\/span><\/p>\n<h1><span class=\"ez-toc-section\" id=\"What-is-AI-in-Market-Research\"><\/span><span style=\"font-weight: 400;\">What is AI in Market Research?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><span style=\"font-weight: 400;\">Simply said, AI in market research is the process of applying ML algorithms to gather real-time data and uncover patterns using its predictive powers. Hence augmenting traditional approaches used to obtain consumer intelligence, such as interviews, conversations, surveys, etc.\u00a0<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Did you know? According to reports, the implementation of AI or ML has increased to 27% in organizations\u2019 marketing toolkits.\u00a0<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">As a result, it produces more accurate, updated AI insights that capture even the smallest market changes.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For instance, a company that sells health and fitness products can use a customized AI model for market research. To scan online discussions about <\/span><a href=\"https:\/\/dianapps.com\/blog\/top-mobile-healthcare-app-development-trends\/\"><span style=\"font-weight: 400;\">current trends in healthcare<\/span><\/a><span style=\"font-weight: 400;\"> and fitness as well as the products that rival companies are offering across all open internet forums.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To launch products and services that the target customers need rather than flying blind with offerings that don&#8217;t cater to the market in any meaningful way, they can factually brainstorm on product innovation ideas and digital marketing strategies in line with the market demand &#8211; all under a lot less time, a lot more logically.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Examples-of-AI-in-Market-Research\"><\/span><span style=\"font-weight: 400;\">Examples of AI in Market Research<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">AI can be applied to market research in a variety of ways. Just a few instances of how AI is now being applied to market research are provided below:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Gathering vital client demographic information<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Observing patterns in consumer behavior<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Helping to generate leads<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Using data analysis and interpretation to anticipate future trends in a certain market<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Finding rival tactics and market share information<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Datasets are mapped to corporate objectives and aims<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">These are, of course, only a few instances of how AI is being applied to market research. We may anticipate seeing substantially more uses for AI in data collection and analysis as technology develops.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Although we have mentioned a few best scenarios when AI in Market Research is best and most effective.\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"What-are-the-Advantages-of-AI-in-Market-Research\"><\/span><span style=\"font-weight: 400;\">What are the Advantages of AI in Market Research?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Market research has always been used by businesses, but it has always been a labor-intensive procedure. Many outdated technologies and techniques are being used by market researchers to acquire data.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, the introduction of AI has increased the efficiency and accuracy of this process, resulting in better research and decision-making, marketing tactics, and more.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It&#8217;s time to think about utilizing AI if your team is still conducting market research manually. Listed below are just a few advantages of applying AI to market research:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1-Creates-research-reports-automatically\"><\/span><span style=\"font-weight: 400;\">1. Creates research reports automatically<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Your team can use AI to build reports that automatically contain the data you&#8217;ve selected to study. This gives you a thorough overview of the information amassed during your investigation and makes it easier for you to spot trends.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Additionally, it speeds up the analysis process, which is crucial if you have a lot of data to examine.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Using AI in this process also enables you to produce reports in numerous forms, giving you a variety of methods to communicate your results to your team and clients.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2-Ensure-Accurate-Information-is-Collected\"><\/span><span style=\"font-weight: 400;\">2. Ensure Accurate Information is Collected\u00a0<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI is built to find and fix any mistakes in the data it collects, ensuring that the data is accurate and trustworthy. This is just another example of how AI can speed up the research procedure and help you get the data you need to decide on the best course of action for your company.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It is hard to make any choice, much less ones that can advance your company, without precise information. Inaccurate data can have devastating effects and lead to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Faulty strategy development<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">An ineffective target audience<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Incorrect messaging<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The creation of conflict between you and your audience<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Your business <\/span><a href=\"https:\/\/dianapps.com\/blog\/a-complete-guide-for-marketplace-app-development\/\"><span style=\"font-weight: 400;\">marketplace app development<\/span><\/a><span style=\"font-weight: 400;\"> will grow and thrive, your judgments will be better, and your customers will be happier if your data is more accurate.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3-Improves-Your-Understanding-of-and-Analysis-of-Your-Competitors-Strategies\"><\/span><span style=\"font-weight: 400;\">3. Improves Your Understanding of and Analysis of Your Competitor&#8217;s Strategies<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The only thing that counts when it comes to your rivals is knowing what they are doing and how they are doing it.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The most efficient technique to better comprehend your competitors&#8217; tactics is to use AI in market research. It enables you to profit from what they are doing well and incorrectly as well as how you may enhance your approach to compete more effectively.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Additionally, it may assist you in better targeting your audience and offering them the solutions they might not be receiving from your competitors. This will provide you with a competitive advantage and help you position yourself more effectively in the market.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"4-Improves-customer-segmentation-and-targeting\"><\/span><span style=\"font-weight: 400;\">4. Improves customer segmentation and targeting<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Using AI in market research is one of the most efficient methods to better understand your consumers and how you can better serve them when it comes to customer segmentation and targeting.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Your team may use AI to automatically identify the traits of your consumers, helping you to better target them. As a result, your customer service will be more effective, generating more income and improving your bottom line.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Additionally, it enables you to develop a close connection with your clients and give them the greatest experience possible by helping you better understand their demands.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"5-Real-Time-Delivery-of-Actionable-Results\"><\/span><span style=\"font-weight: 400;\">5. Real-Time Delivery of Actionable Results<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">One of the best methods for producing immediately actionable results in market research is AI. You&#8217;ll be able to choose the optimal course of action thanks to this, which will provide greater outcomes.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Although AI is a fantastic tool, it&#8217;s crucial to keep in mind that it does not fully replace human intellect. It&#8217;s critical to keep in mind that even while these AI technologies might assist you in analyzing sizable volumes of data and offering you suggestions for future actions, you and your team still have the ultimate say.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Relying completely on AI eliminates the human aspect and may result in a result that is less than ideal.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"When-to-Use-AI-in-Market-Research\"><\/span><span style=\"font-weight: 400;\">When to Use AI in Market Research?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Artificial Intelligence (AI) can be incredibly useful in various aspects of market research, enhancing the efficiency, accuracy, and depth of insights. Here are some scenarios where AI can be employed effectively in market research:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1-Data-Collection-and-Processing\"><\/span><span style=\"font-weight: 400;\">1. Data Collection and Processing:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI can efficiently gather, process, and analyze large volumes of data from diverse sources such as social media, online forums, and customer reviews. This helps identify trends, sentiments, and emerging issues in real time.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2-Segmentation-and-Targeting\"><\/span><span style=\"font-weight: 400;\">2. Segmentation and Targeting:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI algorithms can analyze customer data to identify distinct segments within a target market based on demographics, behavior, and preferences. This enables more precise targeting of marketing efforts and product development.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3-Predictive-Analytics\"><\/span><span style=\"font-weight: 400;\">3. Predictive Analytics:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI can create predictive models based on historical data to forecast market trends, customer behavior, and demand. This helps businesses make informed decisions and plan for the future.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"4-Competitive-Analysis\"><\/span><span style=\"font-weight: 400;\">4. Competitive Analysis:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI-powered tools can monitor competitors&#8217; activities, pricing strategies, and product launches, providing valuable insights into the competitive landscape.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"5-Consumer-Insights\"><\/span><span style=\"font-weight: 400;\">5. Consumer Insights:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI-driven sentiment analysis can decode consumer opinions and emotions from text and social media data, enabling businesses to understand customer perceptions and adapt strategies accordingly.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"6-Survey-and-Feedback-Analysis\"><\/span><span style=\"font-weight: 400;\">6. Survey and Feedback Analysis<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI can process survey responses and customer feedback, extracting meaningful insights and identifying patterns that might have been missed using manual methods. Utilizing a <a href=\"https:\/\/www.zonkafeedback.com\/blog\/online-survey-tools\" target=\"_blank\" rel=\"noopener noreferrer\">survey platform<\/a> enhances this capability by providing structured tools for data collection and analysis.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"7-Product-Development-and-Innovation\"><\/span><span style=\"font-weight: 400;\">7. Product Development and Innovation:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI can analyze market trends, customer preferences, and historical data to guide product development, ensuring products align with market demands.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"8-Price-Optimization\"><\/span><span style=\"font-weight: 400;\">8. Price Optimization:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI algorithms can analyze pricing data and market dynamics to recommend optimal pricing strategies that maximize revenue and profit.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"9-Image-and-Video-Analysis\"><\/span><span style=\"font-weight: 400;\">9. Image and Video Analysis:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI can analyze images and videos to track brand visibility, product placements, and consumer reactions in visual media.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"10-Personalized-Marketing\"><\/span><span style=\"font-weight: 400;\">10. Personalized Marketing:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI can tailor marketing messages, recommendations, and offers to individual customers based on their past behavior and preferences.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"11-Chatbots-and-Customer-Support\"><\/span><span style=\"font-weight: 400;\">11. Chatbots and Customer Support:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI-powered chatbots can handle customer inquiries, provide instant responses, and even assist in making purchase decisions, enhancing the customer experience.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"12-Demand-Forecasting\"><\/span><span style=\"font-weight: 400;\">12. Demand Forecasting:<\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI models can analyze historical sales data along with external factors (e.g., economic indicators, weather) to predict future demand for products.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It&#8217;s important to note that while AI offers many benefits, it&#8217;s not a one-size-fits-all solution. The specific use of AI in market research should align with your business goals and data availability.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Additionally, human expertise and interpretation are still crucial to understanding the context behind AI-generated insights and making informed decisions.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"What-Marketing-Strategies-Does-AI-Use-in-Market-Research\"><\/span><span style=\"font-weight: 400;\">What Marketing Strategies Does AI Use in Market Research?<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">AI is used in several marketing tactics. Think about whether any or all of these strategies might be beneficial for your team. These tactics consist of:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Content Promotion.<\/b><span style=\"font-weight: 400;\"> AI may assist your team in producing more content in less time, whether it&#8217;s for personalization or content development. Software that may be customized can be exactly what your brand needs. The best example to explain AI usage in content promotion tactics is ChatGPT intervention.\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">See how <\/span><a href=\"https:\/\/dianapps.com\/blog\/what-does-ai-tool-chatgpt-mean-for-the-future-of-writing\/\"><span style=\"font-weight: 400;\">AI tool mean ChatGPT for the future of writing<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Product Promotion<\/b><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">. AI can forecast consumer behavior and give suggestions by observing user behavior. While you focus on activities that AI cannot accomplish, AI can keep your brand in people&#8217;s minds.<\/span><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Email Promotion.<\/b><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\"> AI can assist you in creating lead-nurturing marketing emails and analyzing previous emails&#8217; success. Based on consumer behavior, it may automatically send emails and highlight those that require attention or are pending.<\/span><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Advertising.<\/b><span style=\"font-weight: 400;\"> Whether it&#8217;s display advertisements, PPC, or paid social, AI can handle the media ad purchasing so that the content you&#8217;ve created can reach your target audience.<\/span><\/li>\n<\/ul>\n<p><b><i>Keep in mind<\/i><\/b><i><span style=\"font-weight: 400;\"> that AI should help your staff improve operations. There will always be human input and editing involved in the procedure.<\/span><\/i><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Best-AI-Market-Research-Tools-To-Check-Out-in-2023\"><\/span><span style=\"font-weight: 400;\">Best AI Market Research Tools To Check Out in 2023<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Remesh\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Appen\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pecan\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Poll the People<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Crayon<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Tableau<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">SurveyMonkey AI-powered Surveys\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Zappi\u00a0<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"The-Future-of-AI-driven-Market-Research\"><\/span><span style=\"font-weight: 400;\">The Future of AI-driven Market Research<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The only thing that never changes is itself, and nowhere is this more true than in the world of technology today. The logical question, therefore, even after all of these debates may be:\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The present hype around AI for marketing, especially market research, makes perfect sense, but what comes next?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If it continues to operate as it does now, AI will undoubtedly continue to be important even if it doesn&#8217;t offer any further benefits.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, it is certain that additional forms and patterns of data collection will emerge over time, much alone an increase in their number, necessitating a greater need to filter out consumer insights and adapt to the demands of businesses.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The job of market research is quite action-packed. From interpreting value-adding insights and recommendations to using modern algorithms to stay relevant, there\u2019s a lot to cover!\u00a0 After the rapid adoption of Artificial Intelligence (AI), a massive request to shift and alter business development strategies was stimulated. Which further drifted to become more apt in market [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":7096,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_wp_applaud_exclude":false,"footnotes":""},"categories":[5],"tags":[364],"class_list":["post-7095","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-ai-in-market-research"],"featured_image_src":{"landsacpe":["https:\/\/www.dianapps.com\/blog\/wp-content\/uploads\/2023\/09\/AI-in-Market-Research.png",791,445,false],"list":["https:\/\/www.dianapps.com\/blog\/wp-content\/uploads\/2023\/09\/AI-in-Market-Research.png",463,260,false],"medium":["https:\/\/www.dianapps.com\/blog\/wp-content\/uploads\/2023\/09\/AI-in-Market-Research.png",300,169,false],"full":["https:\/\/www.dianapps.com\/blog\/wp-content\/uploads\/2023\/09\/AI-in-Market-Research.png",1536,864,false]},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.12 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI in Market Research - A Comprehensive Guide<\/title>\n<meta name=\"description\" content=\"Market researchers are making use of AI in gathering real-time data and analytics for business. 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