{"id":9472,"date":"2025-08-29T14:17:59","date_gmt":"2025-08-29T14:17:59","guid":{"rendered":"https:\/\/djangostars.com\/blog\/?p=9472"},"modified":"2025-09-05T14:08:11","modified_gmt":"2025-09-05T14:08:11","slug":"ai-in-waste-management","status":"publish","type":"post","link":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/","title":{"rendered":"How to Use AI in Waste Management to Cut Costs and Boost Efficiency"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Inefficient garbage collection, rising waste volumes and the resulting costs and environmental harm are major disposal issues that cannot be postponed. In many cities, <\/span><span style=\"font-weight: 400;\">overflowing <\/span><span style=\"font-weight: 400;\">bins swamp local municipal services with unnecessary pickups or provoke garbage overflow events. Inaccurate waste sorting provokes more local contamination.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But things can be turned around with technology: AI-optimized logistics, smart sorting, and data insights can help make waste management cleaner, more accurate, and cost-efficient. The global market for AI waste management is currently at an all time high:<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-9466\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-2-1.png\" alt=\"ai in waste management\" width=\"1440\" height=\"1172\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-2-1.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-2-1-300x244.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-2-1-1024x833.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-2-1-768x625.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-2-1-184x150.png 184w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Let\u2019s find out about the main cases, benefits, and cases of <\/span><span style=\"font-weight: 400;\">AI for waste management<\/span><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">How AI is Revolutionising Waste Management<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Smart tech for waste<\/span><span style=\"font-weight: 400;\"> operations, like machine learning, computer vision, and robotics, helps automate the detection of garbage fill levels, predict waste generation trends, sort recyclables with higher accuracy, and scale logistics.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI paves the way for legit <\/span><span style=\"font-weight: 400;\">sustainable waste automation<\/span><span style=\"font-weight: 400;\">, which is the priority for residential areas looking to adopt <\/span><span style=\"font-weight: 400;\">innovative <\/span><span style=\"font-weight: 400;\">city solutions. Every city and town has a managed waste disposal infrastructure. Applying <\/span><span style=\"font-weight: 400;\">AI solutions for waste<\/span><span style=\"font-weight: 400;\">-related operations can help mitigate or avoid altogether all of the above risks.\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Key applications and real-world use cases<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">AI-powered hardware and <\/span><span style=\"font-weight: 400;\">digital tools for waste<\/span><span style=\"font-weight: 400;\"> management are designed for optimized garbage collection, sorting, and analysis. AI is commonly used to optimize routes, power self-sorting smart bins, and extract insightful waste analytics.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">#1 Waste collection<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">For quicker and more accurate garbage collection, you need to monitor two things: your collector trucks\u2019 routes and the state of bins and containers.\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Route optimization<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI algorithms can instantly analyze the state of the traffic, weather conditions, and vehicle data to help select the best routes and coordinate garbage collectors in real-time. Full or overfilled containers can be highlighted on an interactive map thanks to bin fill-level sensors.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To implement a system like that, garbage companies either use readymade platforms (e.g., Evreka) or turn to a provider (e.g., Django Stars) for a custom, individually built <\/span><a href=\"https:\/\/djangostars.com\/case-studies\/ai-driven-logistics-solution-case-study-djangostars\/\"><span style=\"font-weight: 400;\">AI waste management solution<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Smart bins<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Garbage containers, bins, and cans can be equipped with IoT sensors to monitor fill levels and autonomously trigger pickups, only when it\u2019s necessary. This latest <\/span><span style=\"font-weight: 400;\">tech innovation in waste<\/span><span style=\"font-weight: 400;\"> collection helps avoid extra trips, save on fuel, and generate less harmful emissions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The <\/span><span style=\"font-weight: 400;\">smart bins technology<\/span><span style=\"font-weight: 400;\"> is currently used in street garbage containers in San Francisco, Amsterdam, Singapore, Barcelona, Bulgaria, and other locations. Those are robotized, fully <\/span><span style=\"font-weight: 400;\">automated waste systems<\/span><span style=\"font-weight: 400;\"> that look just like a regular container with a built-in display.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">#2 Waste sorting<\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-9467\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-3-1.png\" alt=\"ai in waste management\" width=\"1440\" height=\"1016\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-3-1.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-3-1-300x212.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-3-1-1024x722.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-3-1-768x542.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-3-1-213x150.png 213w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">The related AI tech, like CV\/NLP, robotics, and Big Data analysis, allows to expand <\/span><span style=\"font-weight: 400;\">intelligent waste management<\/span><span style=\"font-weight: 400;\"> beyond just garbage collection.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Sorting robots and cameras<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">ML-powered <\/span><span style=\"font-weight: 400;\">smart sorting waste<\/span><span style=\"font-weight: 400;\"> solutions are extremely accurate and sort garbage 80% faster as compared to manual, partially-automated, or non-AI systems. This allows for higher sorting performance while simultaneously reducing labor costs and contamination.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Waste <\/span><span style=\"font-weight: 400;\">recycling with AI<\/span><span style=\"font-weight: 400;\"> has already been implemented in the facilities of Grundon waste disposal in the UK (has been using an AI-based Fast Picker robot since 2022) and Waste Connections in the USA (uses an AI platform to process up to 60,000 tons of recycled goods).<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Food waste reduction<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">One of the major related issues in global and local waste management is the excessive production of food and the resulting organic waste. But <\/span><span style=\"font-weight: 400;\">AI-based recycling systems<\/span><span style=\"font-weight: 400;\"> help mitigate the issue, allowing hotel and restaurant kitchens to track and cut food waste.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Smart cameras and automated scales are used to track kitchen waste more sensitively. In the long term, up to 50% of excess food and consumer leftovers can be prevented from going to waste.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">#3 User engagement and analytics<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">By processing historical, real-time, and predictive data, AI and ML algorithms can help extract the insights you need for <\/span><span style=\"font-weight: 400;\">intelligent waste analytics<\/span><span style=\"font-weight: 400;\">.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Predictive analytics and planning<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Facilities and plants can use AI\u2019s data capacities for insight-driven <\/span><span style=\"font-weight: 400;\">smart waste management<\/span><span style=\"font-weight: 400;\">. IoT sensors installed on garbage containers are paired with analytics software to gather data on fill levels and pickup frequency.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The resulting historical, real-time, and predictive data can be leveraged to optimize the recycling rates, container usage, and garbage collection schedules. AI\/ML algorithms enable automated forecasting of waste volumes, which is a major benefit for industrial recycling and disposal planning.\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h4><span style=\"font-weight: 400;\">Citizen engagement tools<\/span><\/h4>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">IoT networks can now be managed via user-friendly interfaces. Regular citizens can use them to locate trash bins more quickly, sort their garbage properly, and join collective waste management initiatives.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Several environmental nonprofits have been launching AI-based waste-sorting assistants, e.g., in Facebook or Telegram, to help users locate the nearest disposal stations via integrated maps and prompts.<\/span><\/p>\n<div class=\"new_shortcode_box shortcode_case_box case\" style=\"background-image: url(https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-5-1.png)\">\n\t\t<div class=\"green_block\"><\/div>\n\t\t<div class=\"content\">\n\t\t\t<div class=\"title\">Do you need to create a new waste management tool?<\/div>\n\t\t\t<div class=\"content_holder\">\n                <div class=\"description\">\n                Team up with Django Stars for a premium custom app\n                <\/div>\n                <div class=\"link\">\n                    <a href=\"https:\/\/djangostars.com\/get-in-touch\/\">\n                                <span>Let\u2019s talk!<\/span>\n                                <div class=\"button_animated\">\n                                    <svg width=\"24\" height=\"12\" viewBox=\"0 0 24 12\" fill=\"none\"\n                                         xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                        <path d=\"M23.725 5.33638C23.7248 5.3361 23.7245 5.33577 23.7242 5.33549L18.8256 0.460497C18.4586 0.0952939 17.865 0.096653 17.4997 0.463684C17.1345 0.830668 17.1359 1.42425 17.5028 1.7895L20.7918 5.06249H0.9375C0.419719 5.06249 0 5.48221 0 5.99999C0 6.51777 0.419719 6.93749 0.9375 6.93749H20.7917L17.5029 10.2105C17.1359 10.5757 17.1345 11.1693 17.4998 11.5363C17.865 11.9034 18.4587 11.9046 18.8256 11.5395L23.7242 6.66449C23.7245 6.66421 23.7248 6.66388 23.7251 6.6636C24.0923 6.29713 24.0911 5.70163 23.725 5.33638Z\"\n                                              fill=\"#282828\"><\/path>\n                                    <\/svg>\n                         <div class=\"shape\"><\/div>\n                       <\/div>\n                    <\/a>\n                <\/div>\n\t\t    <\/div>\n\t\t<\/div>\n\t<\/div>\n<h2><span style=\"font-weight: 400;\">Key benefits of AI for waste management<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Startups, companies, and entire cities increasingly focus on AI <\/span><span style=\"font-weight: 400;\">technology in waste management <\/span><span style=\"font-weight: 400;\">due to the range of ultimate benefits they get. These include the following.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Environmental benefits<\/span><\/h3>\n<ul>\n<li><span style=\"font-weight: 400;\">Lower emissions<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI-optimized trash collection routes reduce truck\u2019s travel distance and frequency, fuel use, and greenhouse gas emissions. Automated systems further reduce emissions by eliminating manual tasks. This allows for green efficiency gains that directly benefit urban air quality and climate preservation goals.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Enhanced recycling<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI-driven sorting systems can distinguish between materials with high precision, making sure that more recyclables are captured and fewer end up in landfills. This improves trash recovery rates, reduces contamination in recycling streams, and helps set higher recycling targets.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Support for sustainability<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">By enabling data-driven waste tracking, AI provides deeper insights that municipalities and businesses can use to recognize consumption patterns and disposal habits. This simplifies local sustainability planning, helping organizations cut waste at the source and fulfill green policy objectives.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Circular economy goals<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI boosts material lifecycle management by making it easier to recover, repurpose, and reintegrate resources back into production cycles. With smarter sorting and predictive analytics,\u00a0 help industries close the loop, reducing reliance on raw materials while fostering a resilient circular economy.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Economic benefits<\/span><\/h3>\n<ul>\n<li><span style=\"font-weight: 400;\">Cost reductions<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Smart cities and private operators can avoid extra costs by optimizing garbage collection routes based on sensor data. Automated waste sorting makes the collectors\u2019 work simpler and recycling operations more cost-efficient. All that comes down to much fewer maintenance and fuel expenses.\u00a0<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Labor savings<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Major operating expenses can be potentially saved thanks to <\/span><span style=\"font-weight: 400;\">automation in waste management<\/span><span style=\"font-weight: 400;\"> and predictive logistics. By eliminating cumbersome routes, retaining extra fuel, and reducing manual efforts, you naturally minimize labor demands. Workers also become free to focus on higher-value tasks.\u00a0<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Avoidance of fines<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">With the data extracted by AI\/ML, compliance with environmental regulations can be improved, helping organizations avoid costly penalties for improper disposal, recycling, or reporting. Furthermore, automated monitoring flags issues early, cutting more financial and reputational risks.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Efficient resource planning<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI forecasting tools can predict trends in waste generation and mark peak periods. An operator can allocate trucks, staff, and processing capacities accordingly. This synced-up approach prevents overspending and helps make sure resources are deployed where they\u2019re most needed.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Social benefits<\/span><\/h3>\n<ul>\n<li><span style=\"font-weight: 400;\">City infrastructure scaling<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI equips cities with smart tools that allow them to handle common issues more efficiently. This includes the tracking and servicing of growing populations, rising waste volumes, and contamination. Smart systems can adapt in real time and help expand infrastructures in line with urban growth.<\/span><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">Citizen engagement and satisfaction<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI helps involve more people in using more <\/span><span style=\"font-weight: 400;\">green tech for waste<\/span><span style=\"font-weight: 400;\"> management. Mobile and tablet apps can contain guidelines, interactive tips, and directions for <\/span><span style=\"font-weight: 400;\">smarter sorting of waste<\/span><span style=\"font-weight: 400;\">. Mobile apps for AI-first engagement encourage people to go out and pick up trash in their local area.\u00a0\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Challenges and considerations<\/span><\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-9468\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-4-1.png\" alt=\"ai in waste management\" width=\"1440\" height=\"612\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-4-1.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-4-1-300x128.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-4-1-1024x435.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-4-1-768x326.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-4-1-250x106.png 250w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">AI <\/span><span style=\"font-weight: 400;\">waste management automation<\/span><span style=\"font-weight: 400;\"> opens a whole new segment for smart city, IoT, and digital transformation solutions. However, this segment is still relatively young, and there are common issues and challenges. Here\u2019s what you should be aware of and how to mitigate it.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Initial investment and ROI uncertainty<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Implementing <\/span><span style=\"font-weight: 400;\">AI-powered waste services<\/span><span style=\"font-weight: 400;\"> requires an investment: buying smart sensors and sorting robots, paying for backend systems and skilled personnel. The upfront cost range can easily intimidate, especially smaller municipalities or waste companies that need higher returns on their spending.\u00a0<\/span><\/p>\n<p><b><i>To mitigate this<\/i><\/b><span style=\"font-weight: 400;\">, any new waste-focused initiative should start with a targeted pilot project that demonstrates the quick value of the core concept. Then scale up once savings become tangible. It will allow you to grow ROI incrementally.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Technical integration and infrastructure roadblocks<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Integrating <\/span><span style=\"font-weight: 400;\">AI waste management<\/span><span style=\"font-weight: 400;\"> with the city\u2019s legacy software and hardware is always challenging. You must force new AI into aging infrastructures, which results in compatibility issues, performance slowdowns, and operator frustration.\u00a0<\/span><\/p>\n<p><b>To ease the integration<\/b><span style=\"font-weight: 400;\"> procedure, try a phased approach \u2014 create an MVP or only a non-critical subsystem first. You can also deploy an AI model in parallel during early stages, then expand its functionality using APIs.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">Data quality, availability, and model explainability<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The waste management AI model must be fine-tuned to fit your line of operations, for which you\u2019ll need to source high volumes of reliable representative data. Generalized, limited, or corrupted assets won\u2019t do. The sources and quality of data also define your AI model\u2019s explainability and compliance.\u00a0<\/span><\/p>\n<p><b>To deal with this<\/b><span style=\"font-weight: 400;\">, any <\/span><span style=\"font-weight: 400;\">data-driven waste management<\/span><span style=\"font-weight: 400;\"> solution must remain transparent and explainable. The representative data should be sourced from well-established data centers or providers.\u00a0<\/span><\/p>\n<h4><span style=\"font-weight: 400;\">How a strong software development partner mitigates all of the above<\/span><\/h4>\n<p><span style=\"font-weight: 400;\">A sure way to handle all of the discussed issues and avoid hard-hitting risks is to partner up with a qualified provider that offers a range of AI-enabled services and has <\/span><a href=\"https:\/\/djangostars.com\/case-studies\/\"><span style=\"font-weight: 400;\">case studies<\/span><\/a><span style=\"font-weight: 400;\"> to show for it.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At Django Stars, we:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Consult and plan new projects, gather teams, and launch workflows with customized tech stacks.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Develop MVPs and PoCs based on any relevant technology, scale AI models and early-stage products, and create full-cycle software solutions.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Design user experiences and interfaces, provide UI\/UX QA and testing, and refactor existing designs.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provide services for complex niches (AI, IoT, robotics, cloud, cybersecurity, etc.), <\/span><span style=\"font-weight: 400;\">continuously <\/span><span style=\"font-weight: 400;\">support projects, and share years of domain expertise.\u00a0<\/span><\/li>\n<\/ul>\n<div class=\"new_shortcode_box shortcode_case_box case\" style=\"background-image: url(https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/MSO-2007-6.png)\">\n\t\t<div class=\"green_block\"><\/div>\n\t\t<div class=\"content\">\n\t\t\t<div class=\"title\">Need a strong AI development partner?<\/div>\n\t\t\t<div class=\"content_holder\">\n                <div class=\"description\">\n                Leverage the tried expertise of Django Stars\n                <\/div>\n                <div class=\"link\">\n                    <a href=\"https:\/\/djangostars.com\/get-in-touch\/\">\n                                <span>Contact us<\/span>\n                                <div class=\"button_animated\">\n                                    <svg width=\"24\" height=\"12\" viewBox=\"0 0 24 12\" fill=\"none\"\n                                         xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                                        <path d=\"M23.725 5.33638C23.7248 5.3361 23.7245 5.33577 23.7242 5.33549L18.8256 0.460497C18.4586 0.0952939 17.865 0.096653 17.4997 0.463684C17.1345 0.830668 17.1359 1.42425 17.5028 1.7895L20.7918 5.06249H0.9375C0.419719 5.06249 0 5.48221 0 5.99999C0 6.51777 0.419719 6.93749 0.9375 6.93749H20.7917L17.5029 10.2105C17.1359 10.5757 17.1345 11.1693 17.4998 11.5363C17.865 11.9034 18.4587 11.9046 18.8256 11.5395L23.7242 6.66449C23.7245 6.66421 23.7248 6.66388 23.7251 6.6636C24.0923 6.29713 24.0911 5.70163 23.725 5.33638Z\"\n                                              fill=\"#282828\"><\/path>\n                                    <\/svg>\n                         <div class=\"shape\"><\/div>\n                       <\/div>\n                    <\/a>\n                <\/div>\n\t\t    <\/div>\n\t\t<\/div>\n\t<\/div>\n<h2><span style=\"font-weight: 400;\">The future: AI and smart city ecosystem<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">In cities worldwide, AI waste systems are becoming integrated with smart city infrastructures, syncing up with energy, traffic, and environmental monitoring platforms to enable unified, data-driven urban management.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cities like Los Angeles and Palermo leverage AI-powered digital twins \u2014 dynamic simulations of their urban systems \u2014 to optimize traffic flow or plan for greener infrastructure in a safe, virtual environment. Copenhagen uses similar models to streamline disposal systems.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In Stockholm and Barcelona, waste collection data from smart bins is synchronized with AI energy grids and IoT-powered lighting. And in Macomb County, Michigan, drones like Elios 3 conduct automated sewer inspections and detect potential blockages before they become costly collapses.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In the long term, more <\/span><span style=\"font-weight: 400;\">AI waste management<\/span><span style=\"font-weight: 400;\"> integrations across more smart city aspects will give municipalities and residential areas more advantages, like:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Holistic operational intelligence<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Greater resilience to sudden events and forces of nature<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Cost savings across critical and non-critical infrastructures<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Visible macro-level environmental improvements<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">Conclusion<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Today\u2019s AI models, platforms, and tech providers are helping redefine how we handle waste and garbage at a new level of cost efficiency, performance, and sustainability. Off-the-shelf tools can help, but tailored platforms unlock the full potential of AI, whether through advanced route optimization, intelligent sorting, or data-driven sustainability planning.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">At Django Stars, we\u2019ve built a proven track record of delivering AI-powered software that helps organizations and municipalities modernize their waste management systems. Our expertise spans from concept to deployment.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you found this article useful, consider sharing it with colleagues who are also exploring innovative ways to improve urban sustainability. You can also explore more of our resources to keep learning about how AI is reshaping industries.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ready to take the next step? <\/span><a href=\"https:\/\/djangostars.com\/get-in-touch\/\"><span style=\"font-weight: 400;\">Contact Django Stars<\/span><\/a><span style=\"font-weight: 400;\"> for a consultation and discover how a custom AI solution can drive higher results in your waste management strategy.<\/span><\/p>\n<div class=\"dj-main-article-faq\" style=\"padding-top: 0px;\">\n\t\t<div class=\"dj-main-article-faq-title\">\n\t\tFrequently Asked Questions\n\t\t<\/div>\n\t\t<div class=\"dj-main-article-faq-items\">\n\t\t\t<div class=\"dj-main-article-faq-accordeon accordeon\"><dl>\n\t\t\t\t<dt>What is AI in waste management? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>Waste management is the practice of implementing smart models and related tech (machine learning, computer vision, predictive analytics, etc.) to optimize how waste is collected, sorted, and processed. These systems help automate tasks, reduce inefficiencies, and improve recycling and sustainability statistics.<\/dd>\n\t\t\t<\/dl><dl>\n\t\t\t\t<dt>What are the key benefits of using AI for waste management? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>The main benefits include: lower operating costs thanks to route and fuel optimization; higher recycling rates from smarter sorting; reduced emissions supporting environmental goals; and better, insight-driven planning for long-term sustainability. AI also improves compliance, citizen engagement, and overall service efficiency.<\/dd>\n\t\t\t<\/dl><dl>\n\t\t\t\t<dt>What are the main challenges when implementing AI in waste management? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>The first difficulty lies in acquiring hardware, software, and training personnel without expecting any immediate ROI. Beyond that, AI systems need high-quality data and expert teams to run effectively, which can be more challenging if you need to integrate with legacy infrastructure or siloed data systems. Then, there\u2019s compliance, which requires keeping AI \/ machine learning waste management practices transparent and non-intrusive.<\/dd>\n\t\t\t<\/dl><dl>\n\t\t\t\t<dt>How can I get started with AI for my waste management business? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>Begin with an MVP or PoC \u2014 a barebone project to formulate and test out the concept, pitch it to audiences, and approve viability. You will need to pick an AI model to train and fine-tune, which can be an empty or pre-trained model. Depending on the scope and purpose of your solution, you will need a complete or partial product development cycle. <\/dd>\n\t\t\t<\/dl><\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Inefficient garbage collection, rising waste volumes and the resulting costs and environmental harm are major disposal issues that cannot be postponed. In many cities, overflowing bins swamp local municipal services with unnecessary pickups or provoke garbage overflow events. Inaccurate waste sorting provokes more local contamination. But things can be turned around with technology: AI-optimized logistics, [&hellip;]<\/p>\n","protected":false},"author":61,"featured_media":9471,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[63],"tags":[90],"class_list":["post-9472","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-transportation","tag-know-how"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Software Development Blog &amp; IT Tech Insights | Django Stars<\/title>\n<meta name=\"description\" content=\"Discover the intricacies of AI in waste management with an overview of the latest products, pitfalls, and ultimate benefits of smart waste management.\" \/>\n<link rel=\"canonical\" href=\"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/posts\/9472\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI in Waste Management: Cases, Benefits, and Challenges\" \/>\n<meta property=\"og:description\" content=\"Discover the intricacies of AI in waste management with an overview of the latest products, pitfalls, and ultimate benefits of smart waste management.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/\" \/>\n<meta property=\"og:site_name\" content=\"Software Development Blog &amp; IT Tech Insights | Django Stars\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/djangostars\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-29T14:17:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-05T14:08:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-1024x477.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"477\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@djangostars\" \/>\n<meta name=\"twitter:site\" content=\"@djangostars\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"10 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/\"},\"author\":{\"name\":\"AI Team\",\"@id\":\"https:\/\/djangostars.com\/blog\/#\/schema\/person\/f7e00c43a0f71959ced3f06eb3dd1429\"},\"headline\":\"How to Use AI in Waste Management to Cut Costs and Boost Efficiency\",\"datePublished\":\"2025-08-29T14:17:59+00:00\",\"dateModified\":\"2025-09-05T14:08:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/\"},\"wordCount\":2055,\"commentCount\":0,\"image\":{\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png\",\"keywords\":[\"Know-How\"],\"articleSection\":[\"Logistics\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/\",\"url\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/\",\"name\":\"AI in Waste Management: Cases, Benefits, and Challenges\",\"isPartOf\":{\"@id\":\"https:\/\/djangostars.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png\",\"datePublished\":\"2025-08-29T14:17:59+00:00\",\"dateModified\":\"2025-09-05T14:08:11+00:00\",\"author\":{\"@id\":\"https:\/\/djangostars.com\/blog\/#\/schema\/person\/f7e00c43a0f71959ced3f06eb3dd1429\"},\"description\":\"Discover the intricacies of AI in waste management with an overview of the latest products, pitfalls, and ultimate benefits of smart waste management.\",\"breadcrumb\":{\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage\",\"url\":\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png\",\"contentUrl\":\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png\",\"width\":2560,\"height\":1192,\"caption\":\"ai in waste management\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/djangostars.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to Use AI in Waste Management to Cut Costs and Boost Efficiency\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/djangostars.com\/blog\/#website\",\"url\":\"https:\/\/djangostars.com\/blog\/\",\"name\":\"Software Development Blog &amp; IT Tech Insights | Django Stars\",\"description\":\"Welcome behind the scenes of software product development. We share our best practices, tech solutions, management tips, and every useful insight we\u2018ve got while working on our projects.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/djangostars.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/djangostars.com\/blog\/#\/schema\/person\/f7e00c43a0f71959ced3f06eb3dd1429\",\"name\":\"AI Team\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/djangostars.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/fa6e1bbdd3cd4b20afe816425b5165c38a813039e6f95e0c458c563dafa81ca4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/fa6e1bbdd3cd4b20afe816425b5165c38a813039e6f95e0c458c563dafa81ca4?s=96&d=mm&r=g\",\"caption\":\"AI Team\"},\"url\":\"https:\/\/djangostars.com\/blog\/author\/ai-team\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Software Development Blog &amp; IT Tech Insights | Django Stars","description":"Discover the intricacies of AI in waste management with an overview of the latest products, pitfalls, and ultimate benefits of smart waste management.","canonical":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/posts\/9472","og_locale":"en_US","og_type":"article","og_title":"AI in Waste Management: Cases, Benefits, and Challenges","og_description":"Discover the intricacies of AI in waste management with an overview of the latest products, pitfalls, and ultimate benefits of smart waste management.","og_url":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/","og_site_name":"Software Development Blog &amp; IT Tech Insights | Django Stars","article_publisher":"https:\/\/www.facebook.com\/djangostars\/","article_published_time":"2025-08-29T14:17:59+00:00","article_modified_time":"2025-09-05T14:08:11+00:00","og_image":[{"width":1024,"height":477,"url":"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-1024x477.png","type":"image\/png"}],"author":"AI Team","twitter_card":"summary_large_image","twitter_creator":"@djangostars","twitter_site":"@djangostars","twitter_misc":{"Written by":"AI Team","Est. reading time":"10 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#article","isPartOf":{"@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/"},"author":{"name":"AI Team","@id":"https:\/\/djangostars.com\/blog\/#\/schema\/person\/f7e00c43a0f71959ced3f06eb3dd1429"},"headline":"How to Use AI in Waste Management to Cut Costs and Boost Efficiency","datePublished":"2025-08-29T14:17:59+00:00","dateModified":"2025-09-05T14:08:11+00:00","mainEntityOfPage":{"@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/"},"wordCount":2055,"commentCount":0,"image":{"@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage"},"thumbnailUrl":"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png","keywords":["Know-How"],"articleSection":["Logistics"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/","url":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/","name":"AI in Waste Management: Cases, Benefits, and Challenges","isPartOf":{"@id":"https:\/\/djangostars.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage"},"image":{"@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage"},"thumbnailUrl":"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png","datePublished":"2025-08-29T14:17:59+00:00","dateModified":"2025-09-05T14:08:11+00:00","author":{"@id":"https:\/\/djangostars.com\/blog\/#\/schema\/person\/f7e00c43a0f71959ced3f06eb3dd1429"},"description":"Discover the intricacies of AI in waste management with an overview of the latest products, pitfalls, and ultimate benefits of smart waste management.","breadcrumb":{"@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/djangostars.com\/blog\/ai-in-waste-management\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#primaryimage","url":"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png","contentUrl":"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2025\/08\/shutterstock_2647800217-1-1-scaled.png","width":2560,"height":1192,"caption":"ai in waste management"},{"@type":"BreadcrumbList","@id":"https:\/\/djangostars.com\/blog\/ai-in-waste-management\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/djangostars.com\/blog\/"},{"@type":"ListItem","position":2,"name":"How to Use AI in Waste Management to Cut Costs and Boost Efficiency"}]},{"@type":"WebSite","@id":"https:\/\/djangostars.com\/blog\/#website","url":"https:\/\/djangostars.com\/blog\/","name":"Software Development Blog &amp; IT Tech Insights | Django Stars","description":"Welcome behind the scenes of software product development. We share our best practices, tech solutions, management tips, and every useful insight we\u2018ve got while working on our projects.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/djangostars.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/djangostars.com\/blog\/#\/schema\/person\/f7e00c43a0f71959ced3f06eb3dd1429","name":"AI Team","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/djangostars.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/fa6e1bbdd3cd4b20afe816425b5165c38a813039e6f95e0c458c563dafa81ca4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/fa6e1bbdd3cd4b20afe816425b5165c38a813039e6f95e0c458c563dafa81ca4?s=96&d=mm&r=g","caption":"AI Team"},"url":"https:\/\/djangostars.com\/blog\/author\/ai-team\/"}]}},"_links":{"self":[{"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/posts\/9472","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/users\/61"}],"replies":[{"embeddable":true,"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/comments?post=9472"}],"version-history":[{"count":5,"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/posts\/9472\/revisions"}],"predecessor-version":[{"id":9553,"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/posts\/9472\/revisions\/9553"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/media\/9471"}],"wp:attachment":[{"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/media?parent=9472"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/categories?post=9472"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/djangostars.com\/blog\/wp-json\/wp\/v2\/tags?post=9472"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}