{
    "componentChunkName": "component---src-templates-blog-post-jsx",
    "path": "/blog/what-is-media-buying-overview-and-how-it-works/",
    "result": {"pageContext":{"blogPost":{"id":"cG9zdDo1NjAy","title":"What Is Media Buying? Overview and How It Works","date":"24.05.2023","slug":"what-is-media-buying-overview-and-how-it-works","categories":{"nodes":[{"id":"dGVybTox","name":"General Articles"}]},"levels":{"nodes":[]},"acfPost":{"fieldGroupName":"acfPost","excerpt":"Think of every ad you’ve seen today. Where were they? Depending on your day’s activities, you might have spotted advertising on billboards, broadcast television, social media channels, websites, physical newspapers, search results, or any number of media outlets. Now, consider the fact that each of those ads represents a transaction between a company (the advertiser) and an ad vendor (such as a platform, media outlet, or advertising agency).","squaredImage":{"altText":"What Is Media Buying? Overview and How It Works","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#486868","images":{"fallback":{"src":"/static/b4d744f370349cb9960d14c03ac4cea5/b956e/media_20buying.webp","srcSet":"/static/b4d744f370349cb9960d14c03ac4cea5/d1fa5/media_20buying.webp 750w,\n/static/b4d744f370349cb9960d14c03ac4cea5/b956e/media_20buying.webp 1024w","sizes":"100vw"},"sources":[]},"width":1,"height":0.4228515625}}}},"metaData":{"title":null,"description":"Discover the process and importance of media buying in advertising campaigns. From direct to programmatic buying, learn how to effectively plan, evaluate options, purchase media, and track results. Enhance your media buying strategy with tips on leveraging KPIs, RFPs, and considering media buying agencies. Optimize your ad spend and maximize campaign performance with data-driven insights"},"banner":{"title":"What Is Media Buying? Overview and How It Works","showTitle":true,"image":{"altText":"What Is Media Buying? Overview and How It Works","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#486868","images":{"fallback":{"src":"/static/b4d744f370349cb9960d14c03ac4cea5/b956e/media_20buying.webp","srcSet":"/static/b4d744f370349cb9960d14c03ac4cea5/d1fa5/media_20buying.webp 750w,\n/static/b4d744f370349cb9960d14c03ac4cea5/b956e/media_20buying.webp 1024w","sizes":"100vw"},"sources":[]},"width":1,"height":0.4228515625}}}}},"timeToRead":null,"sections":[{"fieldGroupName":"post_Acfpost_Sections_ArticleRichTextContent","content":"<p>Think of every ad you’ve seen today. Where were they? Depending on your day’s activities, you might have spotted advertising on billboards, broadcast television, social media channels, websites, physical newspapers, search results, or any number of media outlets. Now, consider the fact that each of those ads represents a transaction between a company (the advertiser) and an ad vendor (such as a platform, media outlet, or advertising agency).</p>\n<p>Media buying handles the full scope of purchasing and placing these diverse ad types. A skilled media buyer can help you determine where to place ads, secure a cost-effective and goal-oriented media mix, execute campaigns, and use performance data to optimize results.</p>\n<div class=\"marketing-block marketing-block--light marketing-block--padded grid-container leadpage-container gutter-bottom\">\n<div class=\"leadpage__image\"><img decoding=\"async\" class=\"hide--mobile gutter-bottom--reset ls-is-cached lazyloaded\" src=\"https://cdn.shopify.com/s/files/1/0070/7032/files/opt.gif?8282590590928260908\" alt=\"Template Icon\" data-src=\"https://cdn.shopify.com/s/files/1/0070/7032/files/opt.gif?8282590590928260908\" /></div>\n<div class=\"leadpage__content\">\n<p class=\"heading--4\">Free Webinar:</p>\n<p class=\"heading--4\"><b>Marketing 101</b></p>\n<p>Struggling to grow sales? Learn how to go from first day to first sale in this free training course.</p>\n</div>\n</div>\n<div class=\"marketing-block marketing-block--light marketing-block--padded\">\n<p class=\"heading--2\">Table of Contents</p>\n<ul>\n<li>What is media buying?</li>\n<li>How is media planning different from media buying?</li>\n<li>Overview of the media buying process</li>\n<li>3 tips for effective media buying</li>\n</ul>\n</div>\n<h2 id=\"1\">What is media buying?</h2>\n<p>Media buying refers to the process of purchasing ad space for a company’s marketing campaigns, covering both traditional and digital media placements. The two main types of media buying are:</p>\n<ol>\n<li><strong>Direct media buying.</strong> Direct media buying involves purchasing advertising space from individual media companies, such as publishing companies or ad vendors. For example, a media buyer might reach out to a physical newspaper or website, request a media kit, and select and purchase ad options. You can secure both traditional and digital media placements with direct media buying.</li>\n<li><strong>Programmatic media buying.</strong> Programmatic buying involves purchasing digital ads with the help of an automated ad-buying platform. Instead of selecting a single media outlet, a media buyer will sign up with a demand side platform (DSP) and specify campaign details. The DSP then purchases ad inventory on an ad exchange or through an ad network using a process known as real-time bidding.</li>\n</ol>\n<h2 id=\"2\">How is media planning different from media buying?</h2>\n<p>There are a few differences to note between these two aspects of marketing.</p>\n<p>Media planning  involves conducting media research and using your business’s marketing goals, marketing budget, <a href=\"https://www.shopify.com/blog/target-audience\" target=\"_blank\" rel=\"noopener\">target audience</a> information, and key campaign messages to create a media plan for a specific marketing initiative or campaign. Your media plan will determine your campaign’s media mix and identify key channels for paid media, owned media, and earned media tactics.</p>\n<p>Once your media plan is ready, your media planner will hand it off to your company’s media buyer, who is responsible for executing key elements of the paid media portion of the plan. Media buying focuses on selecting and vetting media outlets and purchasing ad space. A media buyer’s job also includes negotiating with vendors, managing campaign deadlines, trafficking ad placements to vendors, and monitoring campaign performance.</p>\n<p>Some companies employ separate media planning teams and media buying teams who work together to  plan campaigns. Small businesses might delegate both tasks to the same member of a marketing or media team.</p>\n<h2 id=\"3\">Overview of the media buying process</h2>\n<ol>\n<li>Review media plan</li>\n<li>Develop target list</li>\n<li>Develop and send RFPs</li>\n<li>Evaluate options and purchase media</li>\n<li>Send insertion orders</li>\n<li>Develop creative</li>\n<li>Track results</li>\n</ol>\n<p>Wondering how media buying works in practice? The process has seven key steps.</p>\n<h3 id=\"5\">1. Review media plan</h3>\n<p>Review your media plan, keeping the campaign’s target audiences, marketing goals, ad spend budget, key performance indicators (KPIs), and target media mix in mind. Although you won’t finalize the ad creative until later in the process, start considering what types of ads you’d like to run. For example, if you plan on running video ads, target online publications that allow the format.</p>\n<h3 id=\"6\">2. Develop target list</h3>\n<p>Develop a list of media outlets, ad agencies, and ad vendors under consideration. If you’re considering both direct and programmatic placements, you might also list media buying platforms here and note pricing.</p>\n<h3 id=\"7\">3. Develop and send RFPs</h3>\n<p>An RFP (or request for proposal) can help you simplify the ad-buying process by putting some of the work on media outlets and ad agencies. Your RFP will include advertising campaign details such as your goals, target audiences, approximate budget, KPIs, and a response deadline. Vendors will respond with a tailored campaign proposal based on these specific goals.</p>\n<h3 id=\"8\">4. Evaluate options and purchase media</h3>\n<p>Gather and review the RFP responses, organizing data points such as tactic, audience, cost, and estimated KPI performance into a spreadsheet. Although media buyers don’t typically send RFPs to media buying platforms or other media buying tool providers, including these vendors in your target list can help you compare the cost of these options to direct placements or agency contracts.</p>\n<p>Once you’ve organized your data, compare options and select a cost-effective set of ad placements, making sure your selected media mix aligns with the specifications in your media plan.</p>\n<h3 id=\"9\">5. Send insertion orders</h3>\n<p>An insertion order (IO) is the legal agreement between an ad vendor and the organization placing an ad. It will include the cost, run dates, add specifications, and information about KPIs (if applicable). Create and send an IO for each media placement.</p>\n<h3 id=\"10\">6. Develop creative</h3>\n<p>Coordinate with your account managers and creative team to develop the creative assets and place your ads with vendors according to the deadlines specified in your IO.</p>\n<h3 id=\"11\">7. Track results</h3>\n<p>Monitor campaign performance data—such as click-through rates and conversions—and make adjustments to your creative assets to optimize the results. If your vendor guaranteed certain performance metrics (like impressions), double-check that your campaigns deliver on the promise. If they don’t, reach out to your vendor to negotiate a make-good.</p>\n<h2 id=\"4\">3 tips for effective media buying</h2>\n<ol>\n<li>Plan around KPIs</li>\n<li>Leverage RFPs</li>\n<li>Consider media buying agencies</li>\n</ol>\n<p>Media buying is a time-intensive process. These tips can help you increase efficiency and optimize returns on your ad spend:</p>\n<h3 id=\"12\">1. Plan around KPIs</h3>\n<p>Comparing and tracking ad performance can be tricky. To make it easier, select ad placements for which you can effectively track the KPIs specified in your media plan and confirm how and when ad vendors will provide performance data. Then set calendar reminders that coincide with the reporting periods for each ad vendor.</p>\n<h3 id=\"13\">2. Leverage RFPs</h3>\n<p>One of the tricky things about media buying is that each ad vendor will organize proposal information differently. Some will report cost per click, others total campaign cost, and still others cost per day. The same is true of performance data; vendors might report an estimated number of impressions, clicks, deliveries, or other campaign performance metrics.</p>\n<p>For a media buyer, this can feel like comparing apples to oranges to pigeon eggs, making it challenging to analyze campaign options. A thoughtful RFP can simplify that media buying process. Although it isn’t always possible to reduce a diverse set of metrics to apples-to-apples comparisons, setting RFP parameters can speed things up.</p>\n<h3 id=\"14\">3. Consider media buying agencies</h3>\n<p>Advertising agencies and media buying agencies employ experienced media buyers. Some also offer media planning services. They can help with media plan strategy, vendor selection, performance tracking, and even offer feedback on ad creative or insights into underperforming campaigns. Because agencies purchase a large volume of ads, they can also exercise more leverage in negotiating media buys than an individual media buyer can.</p>\n<p>Evaluate your team’s skills and capacity and consider using an advertising or media buying agency to take on all or part of the media buying process.</p>\n<div class=\"marketing-block marketing-block--light marketing-block--padded\">\n<div>\n<h2>Media buying FAQ</h2>\n<div>\n<h3>What types of media can be bought through media buying?</h3>\n<div>\n<div>\n<p>Paid media placements can include traditional media options such as print, TV, and radio ads, billboards, direct mail campaigns, and digital media placements such as banner ads, paid search ads, video advertising, and sponsored content.</p>\n</div>\n</div>\n</div>\n<div>\n<h3>What are some common mistakes to avoid when buying media?</h3>\n<div>\n<div>\n<p>Common media buying mistakes include:</p>\n<ul>\n<li>Not tracking key performance indicators (KPIs) or tracking the wrong KPIs</li>\n<li>Not sufficiently diversifying your media mix</li>\n<li>Diversifying your media mix too much</li>\n<li>Spending too little (or too much)</li>\n<li>Not confirming a vendor’s execution of a purchase agreement</li>\n<li>Not aligning media buys with strategic recommendations</li>\n</ul>\n</div>\n</div>\n</div>\n<div>\n<h3>What role does data play in modern media buying?</h3>\n<div>\n<div>\n<p>Data has two critical functions for the modern media buying process:</p>\n<ol>\n<li><strong>Performance.</strong> Media buyers use performance data—like click-through rates, conversions, and other marketing analytics—to evaluate campaign performance and optimize results.</li>\n<li><strong>Cost.</strong> Media buying platforms use data to place programmatic ads, selecting the best available ad mix for a specific campaign for the lowest possible cost.https://www.shopify.com/blog/media-buying</li>\n</ol>\n</div>\n</div>\n</div>\n</div>\n</div>\n"}]},"page_header":{"background":null,"backgroundOpacity":100,"color":null,"fieldGroupName":"page_header","title":"Media Buying Explained","opacity":100,"position":"on","size":{"desktop":64,"tablet":null,"mobile":null},"spaces":{"top":null,"bottom":null,"leftright":null,"units":"em"}},"link":"/blog/what-is-media-buying-overview-and-how-it-works"},"allCategory":{"title":"Blog","link":"/blog"},"relatedPosts":{"subtitle":"You Will Be Interested","title":"Starting up starts here","posts":[{"id":"cG9zdDoxNjA3Nw==","title":"Shopify Updates 01/20/2025 – 01/27/2025","date":"30.01.2025","slug":"shopify-updates-01-20-2025-01-27-2025","categories":{"nodes":[{"id":"dGVybTox","name":"General Articles"}]},"levels":{"nodes":[]},"acfPost":{"fieldGroupName":"acfPost","excerpt":"Discover Shopify's latest updates! Retailers can now display multiple shipping rates with estimated dates at checkout, enhancing customer transparency. The unified file picker on variant detail pages streamlines image management. Additionally, new Flow actions make it easier to work with metaobjects, improving data management and workflow efficiency. Learn more about these exciting enhancements in our full article","squaredImage":{"altText":"","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#a8d8b8","images":{"fallback":{"src":"/static/57110efa946c86a850f2a38641b64c79/ae1c8/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-Billboard-Square-3.png","srcSet":"/static/57110efa946c86a850f2a38641b64c79/f054e/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-Billboard-Square-3.png 750w,\n/static/57110efa946c86a850f2a38641b64c79/ae1c8/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-Billboard-Square-3.png 1080w","sizes":"100vw"},"sources":[{"srcSet":"/static/57110efa946c86a850f2a38641b64c79/4f03f/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-Billboard-Square-3.webp 750w,\n/static/57110efa946c86a850f2a38641b64c79/4f506/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-Billboard-Square-3.webp 1080w","type":"image/webp","sizes":"100vw"}]},"width":1,"height":1}}}},"metaData":{"title":"Shopify Enhancements: Multiple Shipping Rates, Unified File Picker, and Metaobject Workflows","description":"Discover the latest Shopify enhancements! Retailers can now display multiple shipping rates and estimated transit times at checkout, improving customer transparency. The unified file picker on variant detail pages in admin makes image management seamless. New Flow actions for metaobjects enhance data handling and workflow efficiency. Learn more about these exciting updates in our comprehensive article"},"banner":{"title":"Shopify Updates 01/20/2025 - 01/27/2025","showTitle":true,"image":{"altText":"","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#78b888","images":{"fallback":{"src":"/static/f8e69428e82609cec0fcc1a5627babf3/ce83c/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.png","srcSet":"/static/f8e69428e82609cec0fcc1a5627babf3/3fb35/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.png 750w,\n/static/f8e69428e82609cec0fcc1a5627babf3/5e576/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.png 1080w,\n/static/f8e69428e82609cec0fcc1a5627babf3/efa1d/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.png 1366w,\n/static/f8e69428e82609cec0fcc1a5627babf3/ce83c/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.png 1920w","sizes":"100vw"},"sources":[{"srcSet":"/static/f8e69428e82609cec0fcc1a5627babf3/7c2d4/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.webp 750w,\n/static/f8e69428e82609cec0fcc1a5627babf3/9ba48/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.webp 1080w,\n/static/f8e69428e82609cec0fcc1a5627babf3/01019/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.webp 1366w,\n/static/f8e69428e82609cec0fcc1a5627babf3/a66c1/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-1-2.webp 1920w","type":"image/webp","sizes":"100vw"}]},"width":1,"height":0.4166666666666667}}}}},"timeToRead":null,"sections":[{"fieldGroupName":"post_Acfpost_Sections_ArticleRichTextContent","content":"<p><span class=\"alignnone size-large wp-image-16082 inline-gatsby-image-wrapper gatsby-image-wrapper\" style=\"position:relative;overflow:hidden;max-width:100%;width:1024px\" data-reactroot=\"\"><span aria-hidden=\"true\" style=\"width:100%;padding-bottom:41.796875%\"></span><img aria-hidden=\"true\" src=\"data:image/png;base64,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\" alt=\"\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:0;transition-delay:500ms\"/><picture><source srcSet=\"/static/f0c3865203f0eb84451f04f5379021f7/85b06/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 256w,\n/static/f0c3865203f0eb84451f04f5379021f7/bc282/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 512w,\n/static/f0c3865203f0eb84451f04f5379021f7/f1720/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1024w,\n/static/f0c3865203f0eb84451f04f5379021f7/437a1/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1536w,\n/static/f0c3865203f0eb84451f04f5379021f7/88b03/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"/><img sizes=\"(max-width: 1024px) 100vw, 1024px\" srcSet=\"/static/f0c3865203f0eb84451f04f5379021f7/85b06/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 256w,\n/static/f0c3865203f0eb84451f04f5379021f7/bc282/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 512w,\n/static/f0c3865203f0eb84451f04f5379021f7/f1720/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1024w,\n/static/f0c3865203f0eb84451f04f5379021f7/437a1/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1536w,\n/static/f0c3865203f0eb84451f04f5379021f7/88b03/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1920w\" src=\"/static/f0c3865203f0eb84451f04f5379021f7/f1720/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png\" alt=\"\" loading=\"eager\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:1;transition:opacity 500ms\"/></picture><noscript><picture><source srcset=\"/static/f0c3865203f0eb84451f04f5379021f7/85b06/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 256w,\n/static/f0c3865203f0eb84451f04f5379021f7/bc282/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 512w,\n/static/f0c3865203f0eb84451f04f5379021f7/f1720/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1024w,\n/static/f0c3865203f0eb84451f04f5379021f7/437a1/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1536w,\n/static/f0c3865203f0eb84451f04f5379021f7/88b03/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" /><img loading=\"eager\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"/static/f0c3865203f0eb84451f04f5379021f7/85b06/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 256w,\n/static/f0c3865203f0eb84451f04f5379021f7/bc282/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 512w,\n/static/f0c3865203f0eb84451f04f5379021f7/f1720/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1024w,\n/static/f0c3865203f0eb84451f04f5379021f7/437a1/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1536w,\n/static/f0c3865203f0eb84451f04f5379021f7/88b03/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png 1920w\" src=\"/static/f0c3865203f0eb84451f04f5379021f7/f1720/A-weekly-inspirational-newsletter-1080-x-1080-px-1920-x-800-px-3.png\" alt=\"\" style=\"position:absolute;top:0;left:0;opacity:1;width:100%;height:100%;object-fit:cover;object-position:center\"/></picture></noscript></span></p>\n<p>&nbsp;</p>\n<h3 style=\"text-align: center;\"><strong>Shopify Updates 01/20/2025 &#8211; 01/27/2025</strong></h3>\n<h4><span style=\"font-weight: 400;\"><strong>Collective retailers can show multiple shipping rates and transit times at checkout</strong>.<br />\nRetailers can now display multiple shipping rates with estimated shipping dates at checkout. By default, you can automatically retrieve all rates provided by vendors, or customize the number of rates and their descriptions according to the store&#8217;s general policy.</span></h4>\n<h4><span style=\"font-weight: 400;\"><strong>File picker is now available on the variant detail page in admin</strong>.<br />\nShopify has added a unified file picker to select images on the variant detail page in admin, allowing merchants to access all images in their store when managing product variants.</span></h4>\n<h4><span style=\"font-weight: 400;\"><strong>Flow: New actions for working with metaobjects.</strong><br />\nFlow has more tools for working with metaobjects in workflows. In addition to the recent Metaobject entry created trigger Flow now offers the Get metaobject entries and “Get metaobject entry” actions. These actions make it easier to store data in metaobjects and retrieve them for use in workflows. For example, a metaobject can be used to manage a fraud denial list, which is then queried from Flow and used for the next steps sending internal email alerts or canceling orders. The Get metaobject entries action retrieves the list of entries for a metaobject from your store. In addition to the usual query fields, such as display name or update date, metaobjects can be queried by value. The Get metaobject entries action retrieves one record per handle.</span></h4>\n"}]},"page_header":{"background":null,"backgroundOpacity":100,"color":null,"fieldGroupName":"page_header","title":"Shopify Updates 01/20/2025 - 01/27/2025","opacity":100,"position":"on","size":{"desktop":64,"tablet":48,"mobile":32},"spaces":{"top":null,"bottom":null,"leftright":null,"units":"em"}},"link":"/blog/shopify-updates-01-20-2025-01-27-2025"},{"id":"cG9zdDoxNjA2Mw==","title":"AI Innovations: Music Analysis, DeepSeek-V3, and More","date":"28.01.2025","slug":"ai-innovations-music-analysis-deepseek-v3-and-more","categories":{"nodes":[{"id":"dGVybTox","name":"General Articles"}]},"levels":{"nodes":[]},"acfPost":{"fieldGroupName":"acfPost","excerpt":"Discover the latest AI advancements, including Mikrotakt's ability to dissect music tracks into individual components and China's DeepSeek-V3, a powerful AI model rivaling ChatGPT. From innovative image editing tools like Krea and Dzine to advanced language learning with Lingocat, explore the cutting-edge technologies transforming various industries.","squaredImage":{"altText":"","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#080818","images":{"fallback":{"src":"/static/9c207ed3c32f480a4c3502b2d7c00448/ae1c8/AI-NEWS-1.png","srcSet":"/static/9c207ed3c32f480a4c3502b2d7c00448/f054e/AI-NEWS-1.png 750w,\n/static/9c207ed3c32f480a4c3502b2d7c00448/ae1c8/AI-NEWS-1.png 1080w","sizes":"100vw"},"sources":[{"srcSet":"/static/9c207ed3c32f480a4c3502b2d7c00448/4f03f/AI-NEWS-1.webp 750w,\n/static/9c207ed3c32f480a4c3502b2d7c00448/4f506/AI-NEWS-1.webp 1080w","type":"image/webp","sizes":"100vw"}]},"width":1,"height":1}}}},"metaData":{"title":"AI Innovations: Mikrotakt, DeepSeek-V3, and More","description":"Explore the latest AI advancements in December 2024! Discover Mikrotakt's music analysis capabilities, China's DeepSeek-V3 model, innovative image editing tools, advanced language learning with Lingocat, and much more. Stay updated with cutting-edge AI technologies transforming various industries"},"banner":{"title":"AI Innovations: Music Analysis, DeepSeek-V3, and More","showTitle":true,"image":{"altText":"","localFile":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#080808","images":{"fallback":{"src":"/static/b1ad9dbe6a2ca6a57a95570b58b76806/b2890/StockCake-%25D0%2597%25D0%25BE%25D0%25BB%25D0%25BE%25D1%2582%25D0%25BE%25D0%25B9-%25D0%25BC%25D0%25B5%25D1%2582%25D0%25B0%25D0%25BB%25D0%25BB%25D0%25B8%25D1%2587%25D0%25B5%25D1%2581%25D0%25BA%25D0%25B8%25D0%25B9-%25D0%25B8%25D0%25B7%25D0%25B3%25D0%25B8%25D0%25B1_1737991548.jpg","srcSet":"/static/b1ad9dbe6a2ca6a57a95570b58b76806/a43ae/StockCake-%25D0%2597%25D0%25BE%25D0%25BB%25D0%25BE%25D1%2582%25D0%25BE%25D0%25B9-%25D0%25BC%25D0%25B5%25D1%2582%25D0%25B0%25D0%25BB%25D0%25BB%25D0%25B8%25D1%2587%25D0%25B5%25D1%2581%25D0%25BA%25D0%25B8%25D0%25B9-%25D0%25B8%25D0%25B7%25D0%25B3%25D0%25B8%25D0%25B1_1737991548.jpg 750w,\n/static/b1ad9dbe6a2ca6a57a95570b58b76806/ed8db/StockCake-%25D0%2597%25D0%25BE%25D0%25BB%25D0%25BE%25D1%2582%25D0%25BE%25D0%25B9-%25D0%25BC%25D0%25B5%25D1%2582%25D0%25B0%25D0%25BB%25D0%25BB%25D0%25B8%25D1%2587%25D0%25B5%25D1%2581%25D0%25BA%25D0%25B8%25D0%25B9-%25D0%25B8%25D0%25B7%25D0%25B3%25D0%25B8%25D0%25B1_1737991548.jpg 1080w,\n/static/b1ad9dbe6a2ca6a57a95570b58b76806/b2890/StockCake-%25D0%2597%25D0%25BE%25D0%25BB%25D0%25BE%25D1%2582%25D0%25BE%25D0%25B9-%25D0%25BC%25D0%25B5%25D1%2582%25D0%25B0%25D0%25BB%25D0%25BB%25D0%25B8%25D1%2587%25D0%25B5%25D1%2581%25D0%25BA%25D0%25B8%25D0%25B9-%25D0%25B8%25D0%25B7%25D0%25B3%25D0%25B8%25D0%25B1_1737991548.jpg 1344w","sizes":"100vw"},"sources":[{"srcSet":"/static/b1ad9dbe6a2ca6a57a95570b58b76806/4c8c9/StockCake-%25D0%2597%25D0%25BE%25D0%25BB%25D0%25BE%25D1%2582%25D0%25BE%25D0%25B9-%25D0%25BC%25D0%25B5%25D1%2582%25D0%25B0%25D0%25BB%25D0%25BB%25D0%25B8%25D1%2587%25D0%25B5%25D1%2581%25D0%25BA%25D0%25B8%25D0%25B9-%25D0%25B8%25D0%25B7%25D0%25B3%25D0%25B8%25D0%25B1_1737991548.webp 750w,\n/static/b1ad9dbe6a2ca6a57a95570b58b76806/faf10/StockCake-%25D0%2597%25D0%25BE%25D0%25BB%25D0%25BE%25D1%2582%25D0%25BE%25D0%25B9-%25D0%25BC%25D0%25B5%25D1%2582%25D0%25B0%25D0%25BB%25D0%25BB%25D0%25B8%25D1%2587%25D0%25B5%25D1%2581%25D0%25BA%25D0%25B8%25D0%25B9-%25D0%25B8%25D0%25B7%25D0%25B3%25D0%25B8%25D0%25B1_1737991548.webp 1080w,\n/static/b1ad9dbe6a2ca6a57a95570b58b76806/4392d/StockCake-%25D0%2597%25D0%25BE%25D0%25BB%25D0%25BE%25D1%2582%25D0%25BE%25D0%25B9-%25D0%25BC%25D0%25B5%25D1%2582%25D0%25B0%25D0%25BB%25D0%25BB%25D0%25B8%25D1%2587%25D0%25B5%25D1%2581%25D0%25BA%25D0%25B8%25D0%25B9-%25D0%25B8%25D0%25B7%25D0%25B3%25D0%25B8%25D0%25B1_1737991548.webp 1344w","type":"image/webp","sizes":"100vw"}]},"width":1,"height":0.5714285714285714}}}}},"timeToRead":null,"sections":[{"fieldGroupName":"post_Acfpost_Sections_ArticleRichTextContent","content":"<p><span class=\"alignnone size-large wp-image-16066 inline-gatsby-image-wrapper gatsby-image-wrapper\" style=\"position:relative;overflow:hidden;max-width:100%;width:1024px\" data-reactroot=\"\"><span aria-hidden=\"true\" style=\"width:100%;padding-bottom:55.859375%\"></span><img aria-hidden=\"true\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAALCAYAAAB/Ca1DAAAACXBIWXMAAA7EAAAOxAGVKw4bAAACzUlEQVQoz23T3WtbdRzH8d95SE5ycrKkOTlnJ+lpcnKStLVN0nTNw5on13XdMq3NFNxDaxCcG3OzyHAGcWPgA+0mMp2oFQdDEWUImzfCEG+8KwP/p7fYCN548bn8vvjC5/sVsiyjKMp/UYOoAR01GEUNxVG0BEooiarbBAwHEUohtEl0M0O1lOHsiSlunM/ywabHrXNZhBCC/4+KECGkYAIlbCECNiKQxnZd+kddhh2Li50IbzYC3OgF2e5GGb2YH4OFQoFGvU6r1abV7nH8xGmWO6vMLzQRQQshJ0llcmz1c4w2kgwbh2hlI1QdnVMzES7UYlzqpvn6+gtj0HVdfN+nVm/S7hyj3V1hubOGPVXGTk+xtdFk93KNe8Ms11bSbFQd1isJNpcM3moG+Hg9xp87Hfb3zo5Bz/MoFqfJZHJUKotEzRxCKFzol3j8+Rvs3X6NO1dOcu9igy9f99kdxLje1Xi1pLG1nOGnDzf58bNtXj71/BjMZrPUazWOLDXIFo9wvFXk+5td/vhmm+8+vcne7ojf7gz49b08n2zorBbCuEmTVNonXywzP1/F96aZmS2PwZRzmPlyleJMhdFwkf29NR7dvcrDr75g//efefbgFX64kmRQ0TkcNzHiafQJFy3qoEVsJqwsKb+MV19FyNK40QlD5/5mnF/e8bl0colbl8/z7MkOT++f49qazcJkjGjURjWcg9YVzSRoTBK051AyTSSvjXBq/24YEdxdD/PRIEWvVGC4usij2y/x17cD3u7n8a0JdMM8gGTNRDFcVGcB2esh5VeQM0eRnQUUp4KopWR2+iGGrTS1uVnOtMqMBnO8e6bE1X6Z59wkWjiGEjaRwzaKOYPsVJHMIlHbI2GlMc0kUcMY3+/7vQDHpuPM+j7tpQrLpQK5lIWVsIiEDyHUGLKWQApZyPE8UsRBSMrBsCIJVEVGVcdf9g/4NyHNUGUABeXVAAAAAElFTkSuQmCC\" alt=\"\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:0;transition-delay:500ms\"/><picture><source srcSet=\"/static/11ec55989bfb8fbe249559f786b70c9c/85b06/AI-NEWS-2.png 256w,\n/static/11ec55989bfb8fbe249559f786b70c9c/bc282/AI-NEWS-2.png 512w,\n/static/11ec55989bfb8fbe249559f786b70c9c/f1720/AI-NEWS-2.png 1024w,\n/static/11ec55989bfb8fbe249559f786b70c9c/37bb0/AI-NEWS-2.png 1456w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"/><img sizes=\"(max-width: 1024px) 100vw, 1024px\" srcSet=\"/static/11ec55989bfb8fbe249559f786b70c9c/85b06/AI-NEWS-2.png 256w,\n/static/11ec55989bfb8fbe249559f786b70c9c/bc282/AI-NEWS-2.png 512w,\n/static/11ec55989bfb8fbe249559f786b70c9c/f1720/AI-NEWS-2.png 1024w,\n/static/11ec55989bfb8fbe249559f786b70c9c/37bb0/AI-NEWS-2.png 1456w\" src=\"/static/11ec55989bfb8fbe249559f786b70c9c/f1720/AI-NEWS-2.png\" alt=\"\" loading=\"eager\" style=\"position:absolute;top:0;left:0;width:100%;height:100%;object-fit:cover;object-position:center;opacity:1;transition:opacity 500ms\"/></picture><noscript><picture><source srcset=\"/static/11ec55989bfb8fbe249559f786b70c9c/85b06/AI-NEWS-2.png 256w,\n/static/11ec55989bfb8fbe249559f786b70c9c/bc282/AI-NEWS-2.png 512w,\n/static/11ec55989bfb8fbe249559f786b70c9c/f1720/AI-NEWS-2.png 1024w,\n/static/11ec55989bfb8fbe249559f786b70c9c/37bb0/AI-NEWS-2.png 1456w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" /><img loading=\"eager\" sizes=\"(max-width: 1024px) 100vw, 1024px\" srcset=\"/static/11ec55989bfb8fbe249559f786b70c9c/85b06/AI-NEWS-2.png 256w,\n/static/11ec55989bfb8fbe249559f786b70c9c/bc282/AI-NEWS-2.png 512w,\n/static/11ec55989bfb8fbe249559f786b70c9c/f1720/AI-NEWS-2.png 1024w,\n/static/11ec55989bfb8fbe249559f786b70c9c/37bb0/AI-NEWS-2.png 1456w\" src=\"/static/11ec55989bfb8fbe249559f786b70c9c/f1720/AI-NEWS-2.png\" alt=\"\" style=\"position:absolute;top:0;left:0;opacity:1;width:100%;height:100%;object-fit:cover;object-position:center\"/></picture></noscript></span></p>\n<p><strong>A new AI service for “parsing” music tracks.</strong></p>\n<p><span style=\"font-weight: 400;\">The Mikrotakt neural engine can split any track into vocals, instrumentals, bass, drums, and other audio tracks.</span></p>\n<p>In addition, you can upscale vocal tracks to clean up the voice and adjust the pitch. This feature is ideal for musicians and content makers.</p>\n<p><strong>The new Chinese model DeepSeek-V3 becomes a competitor to ChatGPT:</strong></p>\n<p><span style=\"font-weight: 400;\"> &#8211; registration requires only your email and password</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; the neural is quite fast: answers are generated in seconds</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; Thinking mode, where AI turns into an academic on any topic</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; the model can read diagrams and generate any texts</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; files of different sizes can be uploaded</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; the neuron is good at working with code</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; absolutely free</span></p>\n<p><strong>Hailuo AI from China</strong> can clone any voice without censorship in a few seconds. Its library includes more than 300 voices in different languages and intonations. The model also allows for full customization: you can change the tone, speed, and timbre and add sound effects.</p>\n<p><strong>The Chinese have released a worthy competitor to ChatGPT.</strong></p>\n<p><span style=\"font-weight: 400;\">The Qwen2.5-Plus chatbot provides accurate answers, can read documents and images, and is completely free of charge.</span></p>\n<p><span style=\"font-weight: 400;\"><strong>Krea</strong> allows rotating models in its “Photoshop”</span></p>\n<p><span style=\"font-weight: 400;\">Krea developers have come up with an incredible feature for their neuro-Photoshop: you can drop any object and edit its position in 3D space.</span></p>\n<p><span style=\"font-weight: 400;\"><strong>The Upscayl neuron</strong> has received a 16x upscale, so now it can save even the most hopeless photos. The download is free.</span></p>\n<p><span style=\"font-weight: 400;\"><strong>The Wegic neural</strong> network has become even cooler.</span></p>\n<p><span style=\"font-weight: 400;\">Now websites are generated in seconds, and all your edits can be made with simple queries.</span></p>\n<p><span style=\"font-weight: 400;\">You just throw in a promo and you have a perfectly(?) designed website.</span></p>\n<p><strong>A working AI meme generator.</strong></p>\n<p><span style=\"font-weight: 400;\">The Brainrot neuron follows trends, selects relevant images, and produces memes that are even funny to read. And all this is free.</span></p>\n<p><span style=\"font-weight: 400;\"><strong>Google has released a top free guide to AI agents</strong>.</span></p>\n<p><span style=\"font-weight: 400;\">It contains everything: basic knowledge, tools, architecture, training methods, and a step-by-step recipe for creating agents on LangChain and LangGraph.</span></p>\n<p><strong>It is a cool service for learning languages with an AI interlocutor.</strong></p>\n<p><span style=\"font-weight: 400;\">The Lingocat neuron imitates the native speaker, gives feedback, and has tasks to improve skills. And all this is free of charge.</span></p>\n<p><strong>The free neural from the Chinese outperforms(?) ChatGPT.</strong></p>\n<p><span style=\"font-weight: 400;\">A new model called R1 has been released that outperforms the best version of ChatGPT. R1 is twice as powerful as the previous version and it has literally everything you need: programming, math, rewriting, and everything else. It&#8217;s worth noting that if you look at the graph of how it “outperforms”, it doesn&#8217;t encourage you to switch from OpenAI to the Chinese neural.</span></p>\n<p><strong>Universal AI photo editor.</strong></p>\n<p><span style=\"font-weight: 400;\">Generating, replacing, or deleting details, styling, changing the background, and upscaling &#8211; and this is not the whole list of functions of the new and free Dzine neural.</span></p>\n<p><strong>Prompt generator for ChatGPT</strong></p>\n<p><span style=\"font-weight: 400;\">PromptEngine works according to the official recommendations of OpenAI. The service also supports other language models: Claude, Gemini, LLama, and Mistral, which can be selected from a list.</span></p>\n<p><strong>OpenAI President showed a feature for the o1 model.</strong></p>\n<p><span style=\"font-weight: 400;\">According to Greg Brockman, the o1 model works a bit differently than other types of AI, and to achieve high performance, you need to follow a certain plan in writing promos:</span></p>\n<p><span style=\"font-weight: 400;\"> the goal, response format, warning, and context.</span></p>\n<p><span style=\"font-weight: 400;\">(The Anatomy of an o1 Prompt attached an example image)</span></p>\n<p><strong>ChatGPT can now write first.</strong></p>\n<p><span style=\"font-weight: 400;\">The neuron will remind you of important things like a real assistant. For example, in the morning, it can provide a ready-made excuse for being late for work, and in the evening, a convincing explanation for a deadline shift.</span></p>\n<p><span style=\"font-weight: 400;\">So far, only 10 regular tasks are available, but by the end of the week, all paid users will receive the new feature.</span></p>\n<p><strong>OpenAI offers free tokens for ChatGPT.</strong></p>\n<p><span style=\"font-weight: 400;\">However, there is a caveat: in exchange, they ask for permission to use your promos to train models.</span></p>\n<p><span style=\"font-weight: 400;\">The offer lasts until the end of February. Pro users can get up to 1 million tokens per day, and mini-version users can get up to 10 million!</span></p>\n<p><strong>Trump has canceled Biden&#8217;s decree on control over AI development.</strong></p>\n<p><span style=\"font-weight: 400;\">The document, signed in 2023, required developers to share test results with the government to reduce risks. However, Republicans insisted that this restricted freedom of speech and hindered progress. Now, AI development is unrestricted again.</span></p>\n<p><strong>China will organize a competition between robots and humans</strong></p>\n<p><span style=\"font-weight: 400;\">In April, China will host the world&#8217;s first half marathon where people will compete with robots. The race will involve 12,000 runners and dozens of androids. Technology versus biology is a real race of the era.</span></p>\n<p><strong>AI tokens soar after the Stargate project announcement.</strong></p>\n<p><span style=\"font-weight: 400;\">On January 23, Trump announced a $500 billion investment from the private sector in the development of AI infrastructure in the United States. As part of this project, OpenAI, SoftBank, and Oracle will create a joint venture called Stargate. Immediately after this announcement, the AI and big data token market showed significant growth:</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; AI16Z and AI Rig Complex (ARC) grew by 30% per day</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; GRIFFAIN and ZEREBRO tokens doubled in price</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; MetamonkeyAi (MMAI) showed an increase of 152.25%</span></p>\n<p><span style=\"font-weight: 400;\">&#8211; FLock.io (FLOCK) &#8211; by 57%</span></p>\n<p><strong>The smartest o3-mini model will be free!</strong></p>\n<p><span style=\"font-weight: 400;\">Sam Altman said that this neural will be able to solve complex problems in programming, math, and data analysis &#8211; all for free.</span></p>\n<p><strong>Features of o3-mini:</strong></p>\n<p><span style=\"font-weight: 400;\"> &#8211; advanced analytical abilities</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; accelerated data processing speed</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; ease of use for everyone</span></p>\n<p><span style=\"font-weight: 400;\"> The release is planned for the near future.</span></p>\n<p><strong>Oracle founder supports AI totalitarianism</strong></p>\n<p><span style=\"font-weight: 400;\">Billionaire Larry Ellison stated that the total surveillance system with artificial intelligence based on cameras, drones, and police recorders will force citizens to “behave in the best way possible”.</span></p>\n<p><span style=\"font-weight: 400;\">Oracle has recently entered into a partnership with OpenAI and Softbank. Digital dystopia is becoming a reality.</span></p>\n<p><strong>The first Chinese base for robot training was opened in Shanghai</strong></p>\n<p><span style=\"font-weight: 400;\">They will learn to help around the house, play football, and assemble cars.</span></p>\n<p><span style=\"font-weight: 400;\">The data obtained in the process will be shared with various companies.</span></p>\n<p><span style=\"font-weight: 400;\">Currently, the center has more than 100 androids and plans to expand to a thousand by 2027.</span></p>\n<p><span style=\"font-weight: 400;\"><strong>ChatGPT can now create any kind of application</strong> &#8211; a new Canvas feature has been released that runs the code right in the browser.</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; There are no limits to ideas &#8211; we invent and ask AI to draw up a detailed project description.</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; Copy and paste the request into the chat with the neuron, but add the “/canvas” command at the end.</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; AI will produce a fully working application in React and HTML in a second &#8211; you can test it right away!</span></p>\n<p><span style=\"font-weight: 400;\"> &#8211; There are no limits or restrictions &#8211; you can even clone YouTube in your browser.</span></p>\n<p><span style=\"font-weight: 400;\">The feature is free.</span></p>\n<p><span style=\"font-weight: 400;\"><strong>Top 5 promos for working with any amount of information</strong> &#8211; the neural will squeeze out all the “water” from the source and give you only concise, verified facts:</span></p>\n<ol>\n<li><span style=\"font-weight: 400;\"> Select the most important points from the text.<br />\n</span>What are the most important facts, data, or formulas related to (topic)? Help me create a memorization technique to remember them easily.</li>\n<li><span style=\"font-weight: 400;\">Analyze your mistakes. </span>I made a mistake while practicing (skill). Can you explain what went wrong and how I can avoid making the same mistake in the future?</li>\n<li><span style=\"font-weight: 400;\">Apply knowledge in practice.<br />\n</span>Use your knowledge of (topic) to solve a real-world problem. Explain your thought process and share your solution</li>\n<li><span style=\"font-weight: 400;\"> Clearly distinguish between concepts and data.<br />\n</span>Compare and contrast (concept 1) and (concept 2) to understand their similarities and differences better. Use examples to illustrate your points.</li>\n<li><span style=\"font-weight: 400;\"> Get only relevant data.<br />\n</span>Help me stay updated on the latest developments and trends in (topic). What are some trustworthy resources I can follow to stay informed?</li>\n</ol>\n"}]},"page_header":{"background":null,"backgroundOpacity":100,"color":null,"fieldGroupName":"page_header","title":"AI Innovations: Music Analysis, DeepSeek-V3, and More","opacity":100,"position":"on","size":{"desktop":64,"tablet":48,"mobile":32},"spaces":{"top":null,"bottom":null,"leftright":null,"units":"em"}},"link":"/blog/ai-innovations-music-analysis-deepseek-v3-and-more"}]}}},
    "staticQueryHashes": ["1083880928","2115852241","2249625599","2272393477","2590265254","3117944600","3394409019","3470966866","3777654359","589588126","842661457"]}