{"id":46110,"date":"2023-02-27T13:51:58","date_gmt":"2023-02-27T13:51:58","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2023\/02\/27\/5-ways-chatgpt-will-change-the-future-of-b2b-content-marketing\/"},"modified":"2023-02-27T13:53:18","modified_gmt":"2023-02-27T13:53:18","slug":"5-ways-chatgpt-will-change-the-future-of-b2b-content-marketing","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2023\/02\/27\/5-ways-chatgpt-will-change-the-future-of-b2b-content-marketing\/","title":{"rendered":"5 Ways ChatGPT Will Change the Future of B2B Content Marketing"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-31995\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/www.toprankblog.com\/wp-content\/uploads\/5-ways-chatgpt-changes-b2b-content-marketing-imageA600w.jpg\" alt=\"5 ways ChatGPT will change the future of B2B content marketing woman at computer image\" width=\"600\" height=\"360\" data-srcset=\"https:\/\/www.toprankblog.com\/wp-content\/uploads\/5-ways-chatgpt-changes-b2b-content-marketing-imageA600w.jpg 600w, https:\/\/www.toprankblog.com\/wp-content\/uploads\/5-ways-chatgpt-changes-b2b-content-marketing-imageA600w-300x180.jpg 300w\" data-sizes=\"auto, (max-width: 600px) 100vw, 600px\"\/><\/p>\n<p>Should you haven\u2019t heard the jokes but, you&#8217;ll. ChatGPT is the terminator, and all of us content material entrepreneurs are Sarah Connor. It\u2019s solely a matter of time earlier than the evil machines seize our jobs out from beneath us and ship us scrambling for one of many six journalism positions left on the planet. If, someway, in some way, we wish to keep in advertising and marketing, our solely determined recourse shall be to learn the way key phrases really work, or worse\u2026 strive PAID SEARCH.<\/p>\n<p>\u2026Okay, so the fact isn\u2019t all that dramatic, it doesn&#8217;t matter what these jokers in search engine optimisation need you to imagine. There <i>is<\/i>, nevertheless, a grain of fact behind all of the ribbing: the actual fact is, ChatGPT and superior machine studying AI prefer it <i>is <\/i>going to alter how content material advertising and marketing works ceaselessly. Actually, it already is. It\u2019s simply not going to <i>exchange <\/i>content material advertising and marketing or content material entrepreneurs.<\/p>\n<p>Actually, with the fitting outlook and angle, ChatGPT represents extra of an thrilling alternative for content material entrepreneurs than an existential risk. Whereas we\u2019ll in all probability by no means be capable to use it to do our jobs, it will possibly make a number of processes extra streamlined, knowledgeable, and strategic.<\/p>\n<p>Much more importantly, as ChatGPT begins to have an effect on content material advertising and marketing, it has a approach of showing what has at all times been most necessary \u2014 and human \u2014 concerning the course of within the first place. By paying shut consideration to how ChatGPT is altering content material advertising and marketing, due to this fact, we are able to higher perceive not solely what our roles will seem like sooner or later, but additionally find out how to carry out these roles higher than ever.<\/p>\n<p>In that spirit, I need to try 5 methods ChatGPT will (or already is) altering content material advertising and marketing ceaselessly \u2014 and the way we are able to use every of those modifications to learn to do our jobs even higher.<\/p>\n<p><span class=\"bctt-click-to-tweet\"><span class=\"bctt-ctt-text\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CWith%20the%20right%20outlook%20and%20attitude%2C%20ChatGPT%20represents%20more%20of%20an%20exciting%20opportunity%20for%20content%20marketers%20than%20an%20existential%20threat.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" rel=\"noopener noreferrer\">\u201cWith the right outlook and attitude, ChatGPT represents more of an exciting opportunity for content marketers than an existential threat.\u201d \u2014 Harry Mackin @Shiitakeharry <\/a><\/span><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CWith%20the%20right%20outlook%20and%20attitude%2C%20ChatGPT%20represents%20more%20of%20an%20exciting%20opportunity%20for%20content%20marketers%20than%20an%20existential%20threat.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" class=\"bctt-ctt-btn\" rel=\"noopener noreferrer\">Click To Tweet<\/a><\/span><\/p>\n<h2>1 \u2014 Human content material will want human insights to face out<\/h2>\n<p>I promised I wasn\u2019t going to get too \u201cfireplace and brimstone\u201d on this article, so I\u2019m beginning with the worst information. Sure, ChatGPT and the predictive AI instruments to comply with will nearly inevitably be used to generate quite a lot of content material. The reality is, they\u2019re just too quick and tempting to not use.<\/p>\n<p>Given easy prompts, ChatGPT can generate an article of any pre-specified size about nearly any subject conceivable immediately. This text will make sense, \u201csound\u201d human (to an extent primarily based on the subject and immediate), and can in all probability even be comparatively correct.<\/p>\n<p>There\u2019s a transparent use-case for content material like this: fast and easy, FAQ-style solutions. The utilization shall be just like the best way corporations are already <a href=\"https:\/\/www.hootsuite.com\/research\/social-trends\" target=\"_blank\" rel=\"noopener\">using AI-trained chatbots<\/a>: they\u2019ll use AI to populate FAQs near-instantly. Others could even use the know-how to jot down extra conventional content material advertising and marketing blogs on easy matters with search engine optimisation worth.<\/p>\n<p>This gained\u2019t be \u201chigh-quality\u201d content material, after all, however so long as it solutions the question clearly and precisely, it is going to get the job accomplished. If content material entrepreneurs wish to write up an article on a subject themselves slightly than handing it off to ChatGPT, due to this fact, we\u2019ll need to make the case for why that subject requires or deserves \u201cthe human contact.\u201d<\/p>\n<p>That \u201chuman contact\u201d would be the conclusions our content material involves. ChatGPT can current, summarize, and even synthesize pre-existing data by pulling it from all kinds of sources, however it <a href=\"https:\/\/www.searchenginejournal.com\/disadvantages-chatgpt-content\/477416\/#close\" target=\"_blank\" rel=\"noopener\">can\u2019t generate new insights out of that information<\/a>.<\/p>\n<p>Due to this fact, the content material we write ourselves must go additional than amassing and reciting data. We\u2019ll have to make use of the data we gather to say one thing new.<\/p>\n<p><span class=\"bctt-click-to-tweet\"><span class=\"bctt-ctt-text\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CThe%20content%20we%20write%20ourselves%20will%20have%20to%20go%20further%20than%20collecting%20and%20reciting%20information.%20We%E2%80%99ll%20have%20to%20use%20the%20information%20we%20collect%20to%20say%20something%20new.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" rel=\"noopener noreferrer\">\u201cThe content we write ourselves will have to go further than collecting and reciting information. We\u2019ll have to use the information we collect to say something new.\u201d \u2014 Harry Mackin @Shiitakeharry <\/a><\/span><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CThe%20content%20we%20write%20ourselves%20will%20have%20to%20go%20further%20than%20collecting%20and%20reciting%20information.%20We%E2%80%99ll%20have%20to%20use%20the%20information%20we%20collect%20to%20say%20something%20new.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" class=\"bctt-ctt-btn\" rel=\"noopener noreferrer\">Click To Tweet<\/a><\/span><\/p>\n<h2>2 \u2014 AI will make search engine optimisation optimization simpler and quicker<\/h2>\n<p>ChatGPT <a href=\"https:\/\/towardsdatascience.com\/how-chatgpt-works-the-models-behind-the-bot-1ce5fca96286\" target=\"_blank\" rel=\"noopener\">uses a machine learning process called Large Language Model<\/a> to in a short time course of large quantities of textual content associated to specific material, infer relationships between phrases throughout the textual content, after which recreate these relationships predictively and in a approach that is sensible grammatically and structurally. The way in which this course of works makes it very useful for optimizing content material for search engine optimisation in just a few alternative ways.<\/p>\n<p>Entrepreneurs are already utilizing ChatGPT to jot down easy content material that <a href=\"https:\/\/www.forbes.com\/sites\/jiawertz\/2023\/01\/31\/how-brands-can-use-chatgpt-and-other-generative-ai-for-content-marketing\" target=\"_blank\" rel=\"noopener\">includes or answers questions about keywords<\/a> to help search engine marketing. Even when they find yourself considerably rewriting the content material the AI produces, simply seeing how the predictive mannequin talks about the subject material provides them a very good place to start out.<\/p>\n<p>This course of will be significantly useful for content material concepting. Content material entrepreneurs can sort within the key phrases supplied by their search engine optimisation groups and see what sort of material the AI produces given the immediate in an effort to perceive how they need to method writing about their material in a way that\u2019s in-line with different content material about it.<\/p>\n<p>To get slightly extra technical, ChatGPT may give content material entrepreneurs a possibility to simply incorporate semantically-related key phrases into their content material. <a href=\"https:\/\/justpublishingadvice.com\/what-are-semantic-keywords-and-how-they-can-help-you\/\" target=\"_blank\" rel=\"noopener\">Semantically-related keywords<\/a> are phrases and phrases which might be associated to key phrases conceptually. When serps search for the key phrases in query, additionally they seek for semantically-related key phrases, in an effort to make sure that the content material they\u2019re offering of their\u00a0 search engine outcome pages (SERPs) is actually related to the question.<\/p>\n<p>Due to the best way ChatGPT aggregates present content material associated to material, it tends to be excellent about together with semantically-related key phrases within the content material it generates. Utilizing ChatGPT might be a great way to test for and embrace significantly necessary semantically-related key phrases. By writing content material that includes the phrases ChatGPT appears to repeatedly discover and embrace when discussing your search engine optimisation key phrase, you can be \u201ctelling\u201d serps that your content material is especially related.<\/p>\n<p><span class=\"bctt-click-to-tweet\"><span class=\"bctt-ctt-text\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CChatGPT%20can%20also%20give%20content%20marketers%20an%20opportunity%20to%20easily%20incorporate%20semantically-related%20keywords%20into%20their%20content.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" rel=\"noopener noreferrer\">\u201cChatGPT can also give content marketers an opportunity to easily incorporate semantically-related keywords into their content.\u201d \u2014 Harry Mackin @Shiitakeharry <\/a><\/span><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CChatGPT%20can%20also%20give%20content%20marketers%20an%20opportunity%20to%20easily%20incorporate%20semantically-related%20keywords%20into%20their%20content.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" class=\"bctt-ctt-btn\" rel=\"noopener noreferrer\">Click To Tweet<\/a><\/span><\/p>\n<h2>3 \u2014 Sourcing &amp; knowledge will develop into main content material differentiators<\/h2>\n<p>ChatGPT aggregates textual content associated to material, however it doesn\u2019t \u201creference\u201d that textual content. It could\u2019t use or cite sources, pull knowledge from research, or quote survey outcomes. ChatGPT content material, due to this fact, shall be conspicuously in need of empirical details and exhausting knowledge \u2014 and should even embrace <a href=\"https:\/\/theconversation.com\/unlike-with-academics-and-reporters-you-cant-check-when-chatgpts-telling-the-truth-198463\" target=\"_blank\" rel=\"noopener\">false information<\/a>. This may make offering sources for the assertions you make extra necessary than ever.<\/p>\n<p>The kind of content material that can proceed to require \u201cthe human contact\u201d within the years to return would be the content material that entails authentic analysis and\/or evaluation of analysis. It can reference sources and supply data-backed proof for the assertions it makes.<\/p>\n<p>Much more crucially, it is going to use this proof to reach at new, insightful conclusions and\/or to precise knowledgeable opinions that can assist the reader come to a brand new and deeper understanding of the subject material in query. Finally, that is the service human writers present that the AI can\u2019t; it will possibly carry collectively the whole lot that\u2019s being stated about an issue, however it will possibly\u2019t say something new.<\/p>\n<p>The extra AI-driven content material proliferates the web, due to this fact, the extra invaluable actual knowledge will develop into to content material advertising and marketing. Conducting surveys, interviewing professional sources, and referencing analysis will develop into the cornerstone of the kind of content material entrepreneurs will proceed to provide themselves. Count on future content material advertising and marketing initiatives to revolve round making use of authentic and\/or sourced knowledge, interviews, surveys, and research.<\/p>\n<p><span class=\"bctt-click-to-tweet\"><span class=\"bctt-ctt-text\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CThe%20more%20AI-driven%20content%20proliferates%20the%20internet%2C%20therefore%2C%20the%20more%20valuable%20real%20data%20will%20become%20to%20content%20marketing.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" rel=\"noopener noreferrer\">\u201cThe more AI-driven content proliferates the internet, therefore, the more valuable real data will become to content marketing.\u201d \u2014 Harry Mackin @Shiitakeharry <\/a><\/span><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CThe%20more%20AI-driven%20content%20proliferates%20the%20internet%2C%20therefore%2C%20the%20more%20valuable%20real%20data%20will%20become%20to%20content%20marketing.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" class=\"bctt-ctt-btn\" rel=\"noopener noreferrer\">Click To Tweet<\/a><\/span><\/p>\n<h2>4 \u2014 Focusing on shall be an enormous approach content material entrepreneurs stay related<\/h2>\n<p>ChatGPT doesn\u2019t actually \u201cknow\u201d who it\u2019s writing for. It doesn\u2019t know what data is especially related to your viewers or why. Seems having that understanding is\u2026 fairly necessary to content material advertising and marketing, to say the least.<\/p>\n<p>Good content material advertising and marketing, like all advertising and marketing, is all about understanding to whom you might be talking and why. You could perceive what\u2019s necessary about your material to your specific viewers \u2014 and, after all, how one can clarify it to them, each on their very own phrases and in a approach that communicates that your model is aware of what it\u2019s speaking about and is able to assist.<\/p>\n<p>Not less than within the rapid time period, ChatGPT-generated content material goes to be broad and generalized. It can summarize a subject, however it gained\u2019t delve into how that subject issues to specific teams of individuals. That shall be your job.<\/p>\n<p>The advertising and marketing that stands out from ChatGPT-generated content material is similar sort of content material that stands out as we speak: content material that understands its viewers and offers particular worth to them. Irrespective of how a lot data ChatGPT processes and regurgitates, it is going to by no means be capable to do the legwork to know find out how to make that data helpful to your viewers the best way you may. Count on future content material advertising and marketing initiatives to emphasise concentrating on greater than ever, and endeavor to know your viewers in addition to doable, identical to you do now.<\/p>\n<p><span class=\"bctt-click-to-tweet\"><span class=\"bctt-ctt-text\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CThe%20marketing%20that%20sticks%20out%20from%20ChatGPT-generated%20content%20is%20the%20same%20kind%20of%20content%20that%20stands%20out%20today%3A%20content%20that%20understands%20its%20audience%20and%20provides%20specific%20value%20to%20them.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" rel=\"noopener noreferrer\">\u201cThe marketing that sticks out from ChatGPT-generated content is the same kind of content that stands out today: content that understands its audience and provides specific value to them.\u201d \u2014 Harry Mackin @Shiitakeharry <\/a><\/span><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.toprankblog.com%2F%3Fp%3D31993&amp;text=%E2%80%9CThe%20marketing%20that%20sticks%20out%20from%20ChatGPT-generated%20content%20is%20the%20same%20kind%20of%20content%20that%20stands%20out%20today%3A%20content%20that%20understands%20its%20audience%20and%20provides%20specific%20value%20to%20them.%E2%80%9D%20%E2%80%94%20Harry%20Mackin%20%40Shiitakeharry&amp;via=toprank&amp;related=toprank\" target=\"_blank\" class=\"bctt-ctt-btn\" rel=\"noopener noreferrer\">Click To Tweet<\/a><\/span><\/p>\n<h2>5 \u2014 AI will develop into a \u201cwriting accomplice,\u201d not a substitute<\/h2>\n<p>Even when AI isn\u2019t going to outright \u201cexchange\u201d content material entrepreneurs the best way we&#8217;d have nightmares about, the reality is it is going to in all probability have an ever-increasing presence in our day-to-day work. It won&#8217;t write all of the content material for us, however we\u2019ll in all probability begin utilizing it to get began.<\/p>\n<p><a href=\"https:\/\/www.markettailor.io\/blog\/how-businesses-can-use-chatgpt-for-content-marketing\" target=\"_blank\" rel=\"noopener\">Some marketers<\/a> even imagine it will develop into the primary function of content material entrepreneurs sooner or later, particularly as AI turns into extra superior. AI will create the primary move at a chunk of content material, after which slightly than writing it themselves, content material entrepreneurs will enter additional prompts to enhance on the primary move, then selectively edit what they find yourself with, including sourcing, context, an knowledgeable perspective, and customized concentrating on, all to make it extra particular to their readers and related to their model.<\/p>\n<p>Actually, content material entrepreneurs are already <a href=\"https:\/\/contentmarketinginstitute.com\/articles\/chatgpt-content-marketing-experiment\/\" target=\"_blank\" rel=\"noopener\">experimenting with this possibility<\/a> an increasing number of on a regular basis.<\/p>\n<p>Hopefully, this text helped you&#8217;re feeling rather less nervous about the way forward for AI-assisted content material advertising and marketing. Actually, I feel all of us have purpose to be extra excited than fearful!<\/p>\n<p>Irrespective of how superior AI turns into, the reality is there&#8217;ll at all times be a marketplace for <a href=\"https:\/\/www.toprankmarketing.com\/influencer-marketing\/\" target=\"_blank\" rel=\"noopener\">informed, insightful human content written from experience<\/a>, with an actual perspective, and for a specific objective. The trick to creating ourselves helpful sooner or later would be the similar because it at all times has been: perceive our viewers and supply them with the perfect, most human content material we are able to.<\/p>\n<p>\u2026and perhaps inform a joke at times. The AI are nonetheless fairly unhealthy at that. However then, perhaps it\u2019s my prompts.<\/p>\n<\/div>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><br \/>\n<br \/><iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/www.toprankblog.com\/2023\/02\/chatgpt-future-b2b-content-marketing\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Should you haven\u2019t heard the jokes but, you&#8217;ll. ChatGPT is the terminator, and all of us content material entrepreneurs are Sarah Connor. It\u2019s solely a&#8230;<\/p>\n","protected":false},"author":1,"featured_media":46111,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-46110","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>5 Ways ChatGPT Will Change the Future of B2B Content Marketing - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. 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