{"id":3531,"date":"2022-06-21T06:05:04","date_gmt":"2022-06-21T06:05:04","guid":{"rendered":"https:\/\/www.kiwitech.com\/blog\/?p=3531"},"modified":"2022-12-26T13:09:08","modified_gmt":"2022-12-26T13:09:08","slug":"what-is-hybrid-intelligence-and-why-is-it-the-future-of-ai","status":"publish","type":"post","link":"https:\/\/www.kiwitech.com\/blog\/what-is-hybrid-intelligence-and-why-is-it-the-future-of-ai\/","title":{"rendered":"What is Hybrid Intelligence and Why is it the Future of AI"},"content":{"rendered":"\n<p>According to <a href=\"https:\/\/www.thinkautomation.com\/bots-and-ai\/what-is-moravecs-paradox-and-what-does-it-mean-for-modern-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Moravec\u2019s paradox<\/a>, it\u2019s easy to make computers perform intelligence tests or play chess but difficult or close to impossible to impart the ability to perceive and mobilize like a one-year-old human child.<\/p>\n\n\n\n<p>In the digital age, hybrid intelligence will do the significant heavy lifting, bringing human and artificial intelligence together to augment each other. Machine learning algorithms still struggle to apply knowledge to decision-making, planning, and creative activities and find it hard to adapt to dynamic environments.<\/p>\n\n\n\n<p>Artificial intelligence is narrow. It may be good at conducting specific, defined tasks that can be mathematically computed and reasoned, but it also fails many times.<\/p>\n\n\n\n<p>In this article, we will unveil the importance of hybrid intelligence, the hype around it being the future of AI, and its use cases within various industries.<\/p>\n\n\n\n<div class=\"is-layout-flow wp-block-group\"><div class=\"wp-block-group__inner-container\">\n<div class=\"is-layout-flex wp-container-3 wp-block-columns\">\n<div class=\"is-layout-flow wp-block-column\">\n<figure class=\"wp-block-table table-column\"><table><tbody><tr><td><p class=\"mt-3 pl-4\"><strong>We\u2019re going to discuss:<\/strong><\/p><ul class=\"no-bullets\"><li><a href=\"#li1\">What is hybrid intelligence<\/a><\/li> <li><a href=\"#li2\">Why hybrid intelligence is the future<\/a><\/li> <li><a href=\"#li3\">Use cases of hybrid intelligence<\/a><\/li> <li><a href=\"#li4\">How to get started with hybrid AI<\/a><\/li> <li><a href=\"#li5\">What should your next steps be<\/a><\/li>  <li><a href=\"#li6\">How can KiwiTech help you<\/a><\/li><\/ul><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><\/p>\n<\/div>\n\n\n\n<div class=\"is-layout-flow wp-block-column\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n<h2 id=\"li1\"><strong>What is Hybrid Intelligence?<\/strong><\/h2>\n\n\n<p>Consider a situation where an artificial intelligence system (a BOT) does not understand the term &#8220;context.&#8221; At such points, human supervision or assistance is required to allow the bot to proceed and ensure that the end user receives a satisfactory response.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/DHQIqk_NIDJPVYNX19hEQskri57o-H5C3dOz64mKXsy-c0hATJ4YEJotyac-okwL7wcI4LIkE0pSs0ylpoZA_EN05n06-bz0zIZKzTrZTnD5TNw_6TsJ8d0I0wEQOfcB0WVKfFOwgIu3o6GcxfsjNOqAYBjEuaJ6Ww3mm5fcAOKUWHUE7SdU7ytq5Q\" alt=\"\"\/><\/figure>\n\n\n\n<p>This is where hybrid intelligence enters the picture. Hybrid intelligence combines the strengths of human intelligence and artificial intelligence (AI) to produce results that ensure an accurate understanding of the context.<\/p>\n\n\n<h2 id=\"li2\"><strong>Why is Hybrid Intelligence the Future?<\/strong><\/h2>\n\n\n<p>Microsoft\u2019s research titled <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/11\/HybridIntelligence-1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Hybrid Intelligence and the Future of Work<\/a> remarks that the performance of automation on perception tasks such as object and speech recognition is approaching human-level abilities.&nbsp;<\/p>\n\n\n\n<p>However, the research also notes that \u201cAI systems still have limitations in carrying out complex activities that come natural to humans; machines are far from carrying out a natural dialog with humans or accomplishing a task like trip planning. They also make mistakes that can be upsetting or harmful for users.\u201d<\/p>\n\n\n\n<p>The answer is hybrid intelligence if you wonder how AI is deployed in critical industries such as medical diagnosis and autonomous vehicles.<\/p>\n\n\n\n<p>In April 2022, <a href=\"https:\/\/www.mckinsey.com\/about-us\/new-at-mckinsey-blog\/hybrid-intelligence-the-future-of-artificial-intelligence\" target=\"_blank\" rel=\"noreferrer noopener\">McKinsey integrated QuantumBlack<\/a>, a \u201csophisticated analytics startup of more than 30 data scientists, data engineers and designers based in London\u201d, and called it the \u201cunified AI arm of McKinsey.\u201d<\/p>\n\n\n\n<p>According to Alex Sukharevsky, one of the leaders of QuantumBlack at McKinsey, one thing that didn\u2019t change with the integration was their \u201coriginal principle of combining the brilliance of the human mind and domain expertise with innovative technology to solve the most difficult problems. We call it hybrid intelligence, and it starts from day one on every project.\u201d<\/p>\n\n\n\n<p>Finally, for industrial analytics, hybrid intelligence is where it\u2019s at. According to <a href=\"https:\/\/www.forbes.com\/sites\/forbestechcouncil\/2021\/08\/25\/hybrid-ai-is-the-future-of-industrial-analytics\/?sh=429e9eb84d49\" target=\"_blank\" rel=\"noreferrer noopener\">Francois Laborie<\/a> for Forbes Technology Council, \u201cif a predictive algorithm fails in the consumer industry, it\u2019s not the end of the world. In asset-heavy industries such as oil and gas, power and utilities, and manufacturing.\u201d<\/p>\n\n\n\n<p>In these high-stakes industries, failure from AI can lead to equipment failure, a halt in a process, or even life risk. Hybrid AI is the answer for these reasons:<\/p>\n\n\n\n<ul>\n<li>Industrial equipment undergoes operational changes over the years, so even though sensors may have been collecting data in industries, much less is for actual use. So, there are fewer resources you can learn for AI applications.<\/li>\n\n\n\n<li>The quality of data from sensors and other IoT devices installed within industrial settings is low as the data is subject to harsh conditions and noise that biases data.<\/li>\n<\/ul>\n\n\n\n<p><strong>Related reading: <\/strong><a href=\"https:\/\/www.kiwitech.com\/blog\/artificial-intelligence\/should-you-indulge-in-conversational-AI-for-your-startup\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Should You Indulge in Conversational AI for Your Startup?&nbsp;<\/strong><\/a><\/p>\n\n\n<h2 id=\"li3\"><strong>Use Cases of Hybrid Intelligence<\/strong><\/h2>\n\n\n<p>New disruptive technologies and data appear everywhere, radically altering all industry sectors. The resulting wave of transformation will reshape competitive landscapes and redefine industry boundaries for the foreseeable future.<\/p>\n\n\n\n<p>Medicine research, advanced manufacturing, telecommunications, energy, and autonomous transportation are just a few industries that have already made significant investments to accelerate progress in this area.<\/p>\n\n\n\n<p>On the other hand, Hybrid Intelligence is equally applicable and crucial to all industries where high-risk\/high-reward expert decision-making plays a role.<\/p>\n\n\n\n<p><strong>1. Intelligence Industry&nbsp;<\/strong><\/p>\n\n\n\n<p>Data integration, deployment, tooling, technology selection, change management, and strategy are all part of the intelligent industry.<\/p>\n\n\n\n<p>For example, a pharma R&amp;D drug discovery transformation could entail implementing various technologies and techniques such as data analytics platforms, automation, collecting and purchasing new data sets, mRNA, and new data architecture. All this is to collaborate smoothly within and beyond the department and organization.<\/p>\n\n\n\n<p><strong>2. Crisis Management<\/strong><\/p>\n\n\n\n<p>Hybrid intelligence-powered crisis management systems would significantly transform Crisis Management Hybrid intelligence-powered crisis management systems. Multidimensional big crisis data informatics encompasses massive amounts of data and diverse data sources (which can consist of various data types).<\/p>\n\n\n\n<p>Each of these large-scale crisis data sources provides a distinct (but necessarily incomplete) view of what occurred and why it occurred on the ground.<\/p>\n\n\n<h2 id=\"li4\"><strong>How to Get Started with Hybrid AI?<\/strong><\/h2>\n\n\n<p>Hybrid AI makes artificial intelligence accessible to more and more high-stakes industries. However, the steps further minimize any erroneous implementation of hybrid AI.<\/p>\n\n\n\n<p><strong>Lead with strategy<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/2Xv41wRViA6qxlE1qm2LpyipqXrBxxshqDNkfPougGMPQZNE0NiJrugxo72nT8Ir9KWo4hd9-lYlpQEioGgUEeTfaKD4dhNL6IkEBEW-01NXhJ1eGvoG_h3UiUDXWN0m4djiMxnbCT_WGJUE4YOYM8SdXiTK9bIEp8h7khG0h70JIQFVDoNcVRnM2A\" alt=\"\"\/><\/figure>\n\n\n\n<p>What are you trying to achieve? Hybrid AI will be a tool to achieve objectives tactically. How does your hybrid AI strategy align with your business objectives? Do you want to reduce operational costs or accelerate growth?<\/p>\n\n\n\n<p>Think of the critical questions before diving into implementation. Fit the technology to solve the problem rather than the other way around.<\/p>\n\n\n\n<p><strong>Get access to the data<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/NutOii9I3jmFGYhYVM7hq0VIaxc5AQ3pVgvG6GNd8GAjRQDCCrrBzAtP_mjgNrBAKoBr3YkP4_sa8a7_ZA5eBce1cu9ttO-qsSuYGdQWZTln3pCKZBX4NonNsr9JJhBkq-5rKN3L_bHj9qrGosbVdfdBQahjavIYvvIBTlxAWOuy7zK4Q2knZUOPdA\" alt=\"\"\/><\/figure>\n\n\n\n<p>Start considering the information you need to make AI answer questions, albeit with human intelligence integrated into the process. Data can be structured or unstructured depending on the use cases.<\/p>\n\n\n\n<p>Sophisticated AI projects also work with streaming data in real time, yielding current insights that are immediately actionable.<\/p>\n\n\n\n<p><strong>Implement the tools and infrastructure<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/aAgT1gPX2ueOnfqgP3H2rzQyleleO1xiAPGSGa5ZkTxLdVU9ndS2_882Hx7bsOjWQLZ8CiHKmBsgwwWpWi0rFMRML8UbzhhE2hiz_Fdm80Mvn7C2BS1rcScOeckt3HxYIDgjy6bkPslfN51_x-ZNPcgMf-42tQT1QlHx3i0vO2fdR3_mB1ayasP4Ig\" alt=\"\"\/><\/figure>\n\n\n\n<p>What does your ideal infrastructure look like in hybrid AI? These tools may allow you to quickly extract value from the underlying data, saving time and cost. Some of these systems may be simple for your internal teams, and others may need external intervention.<\/p>\n\n\n\n<p>Know the range of services and techniques you need and how you would want it set up on the cloud, on-premises, or as a hybrid infrastructure.<\/p>\n\n\n\n<p><strong>Find or build relevant skills and talent.<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/NB1Fgw8Hqoqk3F__eamVxBLNbmWaHSPio8Y0S0hgoOPUOo-KPlA9puXEY1_ZjkRYOlagwLXufWI1N5wRrLu4BpwA8rOSMO7pKDn300i13kkxshewsmV_p6QPgIZmOMdMFrsfWgThbnOQh_CAqgYcKD0t17z8P_LqBJoKovkScCPFQkiJfUk4r6CVlg\" alt=\"\"\/><\/figure>\n\n\n\n<p>We find ourselves in the middle of an AI skills crisis. The industry implementing AI is moving faster than universities training people to work with them. In building hybrid AI, you will need domain experts and people with AI skills and knowledge.<\/p>\n\n\n\n<p>You can choose to expand or upskill your workforce. Another great option is to hire outsourced consultants or teams to deliver their expertise at a lower cost than is required for hiring talent.<\/p>\n\n\n<h2 id=\"li5\"><strong>What should your next steps be?<\/strong><\/h2>\n\n\n<p>Combining artificial intelligence with human intelligence can open up newer, more reliable avenues for applying AI systems. The demands for human intelligence and talent are likely to increase as hybrid intelligence gains prominence, which addresses concerns about unemployment stemming from automation.<\/p>\n\n\n\n<p>Startups that can move early and fast to make AI more accessible by augmenting it with human intelligence will see success. For a detailed overview of implementing AI for your startup, <a href=\"https:\/\/www.kiwitech.com\/whitepapers\/implementing-artificial-intelligence-for-startups\" target=\"_blank\" rel=\"noreferrer noopener\">download our latest white paper here<\/a>.<\/p>\n\n\n<h2 id=\"li6\"><strong>How can KiwiTech help you?<\/strong><\/h2>\n\n\n<p>Hybrid Intelligence requires human skill, creativity, and technical mastery to deliver these complex programs. We investigate unusual and complex data challenges that require a thorough understanding of the context and business requirements. Our team members have diverse software, data, applied, and theoretical sciences, engineering, and technology skills.<\/p>\n\n\n\n<p>For example, we combine knowledge of how to build AI-enabled systems with domain, cultural, and business process knowledge. Finally, we use our expertise to create strategies that achieve business objectives while remaining sustainable, fair, accountable, transparent, and safe.<\/p>\n\n\n\n<p><em>There is a significant promise in hybrid intelligence and many essential challenges. Get in touch with our <\/em><a href=\"https:\/\/www.kiwitech.com\/services\/ai-ml\" target=\"_blank\" rel=\"noreferrer noopener\"><em>AI &amp; ML consultants<\/em><\/a><em> today!<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>According to Moravec\u2019s paradox, it\u2019s easy to make computers perform intelligence tests or play chess but difficult or close to impossible to impart the ability to perceive and mobilize like a one-year-old human child. In the digital age, hybrid intelligence will do the significant heavy lifting, bringing human and artificial intelligence together to augment each [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3534,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[573],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is Hybrid Intelligence and Why is it the Future of AI - KiwiTech<\/title>\n<meta name=\"description\" content=\"Human supervision or assistance becomes critical at many points to enable the bot to get through and ensure that the end-user receives a satisfactory response. 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