{"id":15239,"date":"2025-04-15T15:36:58","date_gmt":"2025-04-15T15:36:58","guid":{"rendered":"https:\/\/mckajim.robisearchltd.co.ke\/?p=15239"},"modified":"2025-06-25T13:36:08","modified_gmt":"2025-06-25T13:36:08","slug":"as-publishers-block-ai-web-crawlers-direqt-is-3","status":"publish","type":"post","link":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/2025\/04\/15\/as-publishers-block-ai-web-crawlers-direqt-is-3\/","title":{"rendered":"As publishers block AI web crawlers, Direqt is building AI chatbots for the media industry"},"content":{"rendered":"<p><h1>How to Build a Chatbot with NLP- Definition, Use Cases, Challenges<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"307px\" alt=\"nlp based chatbot\"\/><\/p>\n<p><p>And in addition to customer support, NPL chatbots can be deployed for conversational marketing, recognizing a customer&#8217;s intent and providing a seamless and immediate transaction. They can even be integrated with analytics platforms to simplify your business&#8217;s data collection and aggregation. NLP based chatbots can help enhance your business processes and elevate customer experience to the next level while also increasing overall growth and profitability. It provides technological advantages to stay competitive in the market-saving time, effort and costs that further leads to increased customer satisfaction and increased engagements in your business.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"309px\" alt=\"nlp based chatbot\"\/><\/p>\n<p><p>You\u2019ll  be working with the English language model, so you\u2019ll download that. In the current world, computers are not just machines celebrated for their calculation powers. Today, the need of the hour is interactive and intelligent machines that can be used by all human beings alike. For this, computers need to be able to understand human speech and its differences. If you have got any questions on NLP chatbots development, we are here  to help.<\/p>\n<\/p>\n<p><h2>Verifying Data Source Authenticity with Data Provenance in Analytics<\/h2>\n<\/p>\n<p><p>It reduces the effort and cost of acquiring a new customer each time by increasing loyalty of the existing ones. Chatbots give the customers the time and attention they want to make them feel important and happy. Improved NLP can also help ensure chatbot resilience against spelling errors or overcome issues with speech recognition accuracy, Potdar said. These types of problems can often be solved using tools that make the system more extensive.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img src='data:image\/jpeg;base64,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' alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='407px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>Understanding the context of a conversation is crucial for providing accurate and relevant responses. However, chatbots may lose context between user turns or fail to retain important information from previous interactions. This can lead to misinterpretations, repetitive responses, or a lack of continuity in the conversation.<\/p>\n<\/p>\n<p><h2>Coding the NLP system<\/h2>\n<\/p>\n<p><p>The stilted, buggy chatbots of old are called rule-based chatbots.These bots aren&#8217;t very flexible in how they interact with customers. And this is because they use simple keywords or pattern matching \u2014 rather than using AI to understand a customer\u2019s message in its entirety. NLP chatbots are pretty beneficial for the hospitality and travel industry. With ever-changing schedules and bookings, knowing the context is important. Chatbots are the go-to solution when users want more information about their schedule, flight status, and booking confirmation.<\/p>\n<\/p>\n<p><p>Also, created an API using the Python Flask for sending the request to predict the output. In the last step, we have created a function called \u2018start_chat\u2019 which will be <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">used to<\/a> start the chatbot. Corpus can be created or designed either manually or by using the accumulated data over time through the chatbot. Even though NLP chatbots today have become more or less independent, a good bot needs to have a module wherein the administrator can tap into the data it collected, and make adjustments if need be.<\/p>\n<\/p>\n<p><p>The editing panel of your individual Visitor Says nodes is where you\u2019ll teach NLP to understand customer queries. The app makes it easy with ready-made query suggestions  customer support requests. You can even switch between different languages and use a chatbot with NLP in English, French, Spanish, and other languages. If there is one industry that needs to avoid misunderstanding, it\u2019s healthcare.<\/p>\n<\/p>\n<p><p>NLP merging with chatbots is a very lucrative and business-friendly idea, but it does carry some inherent problems that should address to perfect the technology. Inaccuracies in the end result due to homonyms, accented speech, colloquial, vernacular, and slang terms are nearly impossible for a computer to decipher. When a chatbot is successfully able to break down these two parts in a query, the process of answering it begins. NLP engines are individually programmed for each intent and entity set that a business would need their chatbot to answer. In fact, a report by Social Media Today states that the quantum of people using voice search to search for products is 50%. With that in mind, a good chatbot needs to have a robust NLP architecture that enables it to process user requests and answer with relevant information.<\/p>\n<\/p>\n<p><h2>Generative AI bots: A new era of NLP<\/h2>\n<\/p>\n<p><p>Read more about <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> here.<\/p>\n<\/p>\n<ul>\n<li>Either way, context is carried forward and the users avoid repeating their queries.<\/li>\n<li>Transparent data handling practices, compliance with privacy regulations, and robust security measures are essential to address these concerns and establish trust between users and chatbot systems.<\/li>\n<li>In addition to providing direct traffic, Direqt has a hybrid business model.<\/li>\n<li>For e.g., \u201csearch for a pizza corner in Seattle which offers deep dish margherita\u201d.<\/li>\n<li>DigitalOcean makes it simple to launch in the cloud and scale up as you grow \u2013 whether you\u2019re running one virtual machine or ten thousand.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>How to Build a Chatbot with NLP- Definition, Use Cases, Challenges And in addition to customer support, NPL chatbots can be deployed for conversational marketing, recognizing a customer&#8217;s intent and providing a seamless and immediate transaction. They can even be integrated with analytics platforms to simplify your business&#8217;s data collection and aggregation. NLP based chatbots [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-15239","post","type-post","status-publish","format-standard","hentry","category-ai-news"],"_links":{"self":[{"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/posts\/15239","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/comments?post=15239"}],"version-history":[{"count":1,"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/posts\/15239\/revisions"}],"predecessor-version":[{"id":15240,"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/posts\/15239\/revisions\/15240"}],"wp:attachment":[{"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/media?parent=15239"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/categories?post=15239"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mckajim.robisearchltd.co.ke\/index.php\/wp-json\/wp\/v2\/tags?post=15239"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}