{"id":4173,"date":"2024-10-31T14:58:54","date_gmt":"2024-10-31T14:58:54","guid":{"rendered":"https:\/\/nilg.ai\/?p=4173"},"modified":"2025-05-07T14:57:53","modified_gmt":"2025-05-07T14:57:53","slug":"ai-city-intelligence","status":"publish","type":"post","link":"https:\/\/nilg.ai\/pt\/202410\/ai-city-intelligence\/","title":{"rendered":"AI City Intelligence"},"content":{"rendered":"<p>Imagine being able to make better decisions about where to live, where to establish a new business, or how to understand the changing dynamics of urban neighborhoods. Access to detailed, up-to-date information about city environments allows us to answer these questions with greater confidence, but the challenge lies in accessing and analyzing the right data.<\/p>\n<p><span style=\"font-weight: 400;\">While tools like OpenStreetMap help us locate basic amenities, their reliance on crowdsourcing often results in outdated or incomplete information, making it challenging to answer complex questions like, <strong>\u201cWhich areas have the best accessibility features?\u201d<\/strong>, <strong>\u201cWhere can I find the most eco-friendly neighborhoods?\u201d<\/strong> or <strong>\u201cWhere is my competition\u201d<\/strong>?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, through a variety of alternative open data sources\u2014such as satellite images, street views, and news feeds\u2014more scalable and flexible ways of understanding urban spaces are possible. These data sources are regularly updated, particularly in fast-growing areas, offering valuable insights into city landscapes. This includes tracking mobility, environmental quality, and even patterns of urban degradation or development.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To bring these insights to life, we have developed a framework that transforms raw data into &#8220;smart indexes&#8221; tailored to specific questions and goals &#8211; <\/span><b>AI City Intelligence<\/b><span style=\"font-weight: 400;\">. Here\u2019s how our approach unfolds:<\/span><\/p>\n<p><img decoding=\"async\" class=\"wp-image-4174 aligncenter\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Untitled-drawing-2-300x76.png\" alt=\"\" width=\"541\" height=\"137\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Untitled-drawing-2-300x76.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Untitled-drawing-2-768x195.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Untitled-drawing-2-600x152.png 600w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Untitled-drawing-2.png 927w\" sizes=\"(max-width: 541px) 100vw, 541px\" \/><\/p>\n<h2><b>Define Your Questions<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Begin by pinpointing the specific insights you want. For instance:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Which neighborhoods have quality sidewalks?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Where can I find waste recycling stations?<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Are there areas lacking crosswalks or pedestrian-friendly infrastructure?<\/span><\/li>\n<\/ul>\n<h2><b>Set Your Target Area<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Choose the scope for your analysis\u2014whether it&#8217;s a neighborhood, an entire city, or a particular location.<\/span><\/p>\n<h2>Apply AI Models<\/h2>\n<p><span style=\"font-weight: 400;\">Leverage AI to analyze and score images, detect objects, and assess features within the target area.<\/span><\/p>\n<h2>Explain the findings<\/h2>\n<p><span style=\"font-weight: 400;\">Present results as aggregated scores and visual representations, making it easy to interpret and apply the insights.<\/span><\/p>\n<h1><b>Case Studies<\/b><\/h1>\n<h2><b>AI Green Index<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">The \u201cAI Green Index\u201d, supported by \u201c<a href=\"https:\/\/www.iapmei.pt\/Paginas\/Voucher-para-Startups-Novos-Produtos-Verdes-e-Di.aspx\">Vouchers para Startups (Novos Produtos Verdes e Digitais)\u201d<\/a> focuses on understanding the environmental attributes of specific locations, answering \u201cWhich areas are greener?\u201d and \u201cWhich areas support the population in having ecologic behaviors?\u201d.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We collected thousands of images to recognize and classify environmental features such as sidewalk quality, proximity to bike-sharing stations, and nearby green spaces. This index combines these image-based findings with open geospatial data, like local commerce and service types, to provide a comprehensive view. You can use our AI Green index <a href=\"http:\/\/66.29.151.158:8507\/city-index\" target=\"_blank\" rel=\"noopener\">here<\/a>.<\/span><\/p>\n<figure id=\"attachment_4176\" aria-describedby=\"caption-attachment-4176\" style=\"width: 300px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/city-intelligence.nilg.ai\/green-index\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"wp-image-4176 size-medium\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-31-300x270.png\" alt=\"\" width=\"300\" height=\"270\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-31-300x270.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-31-768x691.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-31-600x540.png 600w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-31.png 1016w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><figcaption id=\"caption-attachment-4176\" class=\"wp-caption-text\">Restaurant proximity index for the city of Lisbon<\/figcaption><\/figure>\n<h2><b>AI City Index<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">With &#8220;<a href=\"http:\/\/66.29.151.158:8507\/city-index\" target=\"_blank\" rel=\"noopener\">AI City Index<\/a>&#8220;, users can ask questions about an address (e.g. &#8220;Does this address have sidewalks?&#8221;) and obtain an AI-driven response that uses open-source data from Google Street Maps. This demonstrates the flexibility of our models to answer complex questions about locations.<\/span><\/p>\n<figure id=\"attachment_4183\" aria-describedby=\"caption-attachment-4183\" style=\"width: 738px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/city-intelligence.nilg.ai\/city-index\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"wp-image-4183\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Screenshot-from-2024-10-31-17-56-25-300x115.png\" alt=\"\" width=\"738\" height=\"283\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Screenshot-from-2024-10-31-17-56-25-300x115.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Screenshot-from-2024-10-31-17-56-25-1024x391.png 1024w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Screenshot-from-2024-10-31-17-56-25-768x294.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Screenshot-from-2024-10-31-17-56-25-1536x587.png 1536w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Screenshot-from-2024-10-31-17-56-25-600x229.png 600w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/Screenshot-from-2024-10-31-17-56-25.png 1847w\" sizes=\"(max-width: 738px) 100vw, 738px\" \/><\/a><figcaption id=\"caption-attachment-4183\" class=\"wp-caption-text\">Demo interface for &#8220;City Index&#8221;, showcasing the AI answering custom questions.<\/figcaption><\/figure>\n<h2><b>Wheelchair accessibility index<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">In Lisbon, as part of the <\/span><a href=\"https:\/\/nilg.ai\/pt\/202302\/nilg-ai-is-among-the-winners-of-the-vox-pop-open-call-for-urban-mobility-solutions\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">VoxPop<\/span><\/a><span style=\"font-weight: 400;\"> project, we adapted our platform to create a <a href=\"http:\/\/nilg.ai\/pt\/safejourney\/\" target=\"_blank\" rel=\"noopener\">wheelchair accessibility index<\/a> that identifies common obstacles like narrow sidewalks, lack of ramps, and service accessibility challenges, helping improve inclusivity in urban planning.<\/span><\/p>\n<figure id=\"attachment_4177\" aria-describedby=\"caption-attachment-4177\" style=\"width: 538px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/nilg.ai\/pt\/safejourney\/\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"wp-image-4177\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/city1-300x153.png\" alt=\"\" width=\"538\" height=\"274\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/city1-300x153.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/city1-768x392.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/city1-600x307.png 600w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/city1.png 1000w\" sizes=\"(max-width: 538px) 100vw, 538px\" \/><\/a><figcaption id=\"caption-attachment-4177\" class=\"wp-caption-text\">Map indicating wheelchair accessibility scores<\/figcaption><\/figure>\n<h2><b>Optimizing the recycling process<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">In collaboration with <\/span><a href=\"https:\/\/www.algar.com.pt\/pt\/media\/noticias\/algar-destaca-se-em-parceria-com-projetos-na-3%C2%AA-edi%C3%A7%C3%A3o-do-programa-re-source\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Algar<\/span><\/a><span style=\"font-weight: 400;\"> as part of the ReSource program, we are applying our smart index approach to enhance the coverage and efficiency of recycling services. By using AI to identify obstacles for recycling trucks\u2014such as narrow streets or low-hanging wires\u2014we\u2019re helping to maximize waste collection and improve household service coverage. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">In our pilot project in Lagoa, Algarve, our AI achieved a 70% alignment with human assessments. At this point, we\u2019re calculating the impact on the business by measuring acceptance rates and time saved per new recycling bin proposal. <\/span><span style=\"font-weight: 400;\">This impactful application of our smart city index has even earned us the <\/span><a href=\"https:\/\/uptec.up.pt\/nilg-ai-wins-national-award-with-ai-project-for-waste-management\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Data Changemaker of the Year<\/span><\/a><span style=\"font-weight: 400;\"> award from the Data Science Portuguese Association (DSPA) and NOVA SBE!<\/span><\/p>\n<figure id=\"attachment_4178\" aria-describedby=\"caption-attachment-4178\" style=\"width: 447px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.algar.com.pt\/pt\/media\/noticias\/algar-destaca-se-em-parceria-com-projetos-na-3%C2%AA-edi%C3%A7%C3%A3o-do-programa-re-source\/\"><img decoding=\"async\" class=\"wp-image-4178\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-32-300x182.png\" alt=\"\" width=\"447\" height=\"271\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-32-300x182.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-32-1024x621.png 1024w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-32-768x466.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-32-600x364.png 600w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/image-32.png 1437w\" sizes=\"(max-width: 447px) 100vw, 447px\" \/><\/a><figcaption id=\"caption-attachment-4178\" class=\"wp-caption-text\">Suggestion of new locations where to place recycling bins (purple locations) as well as the effect it has on household accessibility to recycling (red &#8211; not accessible; green &#8211; accessible; orange &#8211; made accessible by our decision)<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">If you&#8217;re interested in exploring how our smart indexes can answer questions about your city\u2019s \u201cgreen score\u201d or other urban insights, book a demo call with us today. With access to real-time, data-driven insights, you can make informed decisions that align with sustainability goals, enhance accessibility, and drive smarter urban planning.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> Whether you&#8217;re a city planner, business owner, or environmental advocate, our tools offer a powerful way to transform complex data into actionable intelligence tailored to your needs. Join us in redefining how we understand and shape our urban environments\u2014one data point at a time.<\/span><\/p>\n<figure id=\"attachment_4194\" aria-describedby=\"caption-attachment-4194\" style=\"width: 300px\" class=\"wp-caption alignnone\"><a href=\"https:\/\/drive.google.com\/file\/d\/1EAnFl4a52XXADNuE2qEe2EkfTEIeuBBn\/view?usp=sharing\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"wp-image-4194 size-medium\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/1715356707042-barra-otal-logos-300x132.png\" alt=\"\" width=\"300\" height=\"132\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/1715356707042-barra-otal-logos-300x132.png 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/1715356707042-barra-otal-logos-768x338.png 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/1715356707042-barra-otal-logos-600x264.png 600w, https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/1715356707042-barra-otal-logos.png 1024w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><figcaption id=\"caption-attachment-4194\" class=\"wp-caption-text\">This project was funded by &#8220;Vouchers para Startups &#8211; Novos Produtos Verdes e Digitais&#8221;<\/figcaption><\/figure>","protected":false},"excerpt":{"rendered":"<p>Imagine being able to make better decisions about where to live, where to establish a new business, or how to understand the changing dynamics of urban neighborhoods. Access to detailed, up-to-date information about city environments allows us to answer these questions with greater confidence, but the challenge lies in accessing and analyzing the right data. [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":4195,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[44],"class_list":["post-4173","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-use-case","tag-ai4business"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI City Intelligence - NILG.AI<\/title>\n<meta name=\"description\" content=\"Use Artificial Intelligence and open data to answer questions about your cities: where to establish a new business, where is the best neighbour to live in, and many more!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nilg.ai\/pt\/202410\/ai-city-intelligence\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI City Intelligence - NILG.AI\" \/>\n<meta property=\"og:description\" content=\"Use Artificial Intelligence and open data to answer questions about your cities: where to establish a new business, where is the best neighbour to live in, and many more!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nilg.ai\/pt\/202410\/ai-city-intelligence\/\" \/>\n<meta property=\"og:site_name\" content=\"NILG.AI\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-31T14:58:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-07T14:57:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nilg.ai\/wp-content\/uploads\/2024\/10\/DALLE-20241108_101629_0.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Paulo Maia\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@nilg_ai\" \/>\n<meta name=\"twitter:site\" content=\"@nilg_ai\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Paulo Maia\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/nilg.ai\/202410\/ai-city-intelligence\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/nilg.ai\/202410\/ai-city-intelligence\/\"},\"author\":{\"name\":\"Paulo Maia\",\"@id\":\"https:\/\/nilg.ai\/#\/schema\/person\/a860b9395bd25c5090160a3ac30e980d\"},\"headline\":\"AI City Intelligence\",\"datePublished\":\"2024-10-31T14:58:54+00:00\",\"dateModified\":\"2025-05-07T14:57:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/nilg.ai\/202410\/ai-city-intelligence\/\"},\"wordCount\":807,\"publisher\":{\"@id\":\"https:\/\/nilg.ai\/#organization\"},\"keywords\":[\"AI4business\"],\"articleSection\":[\"Use Case\"],\"inLanguage\":\"pt-PT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nilg.ai\/202410\/ai-city-intelligence\/\",\"url\":\"https:\/\/nilg.ai\/202410\/ai-city-intelligence\/\",\"name\":\"AI City Intelligence - 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