Ground Truth
A blog by Nearmap
From imagery to insights to answers. Explore the latest posts and new perspectives emerging in the world of location intelligence.All
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Driving ROI with AI-derived risk insights: A guide for P&C insurance leaders
59% of US P&C insurers believe the industry will be powered by AI in the future.
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Put your team on the same map with...
and share Put your team on the same map with... Dec 2024 Dec 2024 At Nearmap, when we ask for your feedback, we’re always listening. Many of you had let us know that you’d love to be able to collaborate and comment in real time on projects in MapBrowser. Now you can! The challenge: collaboration bottlenecks 25% of productivity is lost through ineffective project collaboration 1 . 70% of workers agree that poor collaboration is limiting their productivity and wasting their time 2 . 61% believe better collaboration would result in greater business growth opportunities 3 . The solution: Share MapBrowser projects Now you can easily share a project in MapBrowser with others on your subscription or in your organization, making teamwork more seamless by helping you all work together on the same map. When you share a MapBrowser project, you can choose view or edit permissions, to ensure your projects are managed according to your preferred access settings. How to create a project: When you browse any location in MapBrowser, the area is saved by default as ‘Untitled Project’. You can name your project by clicking on the name and typing a title, or to create a new project you can click the Projects icon at the top of the sidebar menu, and in the dialog window, click NEW PROJECT. If you don’t wish to create a project, just leave the title as is and continue browsing as normal. You can also add labels to projects to help keep track of your work. Projects are saved automatically as you work, so there’s no need to manually save changes. Collaborate in real time Collaboration is a huge improvement for teamwork. Once you’ve shared project in MapBrowser, other people with access to the same project can see comments and mark-ups in real time. Clearer communication across your projects helps reduce delays and minimising errors. Commenters can tag tag other team members in the project, with all comments viewable in a single panel. To add a comment, click the Comment icon in the top toolbar in MapBrowser. You’ll see a comment callout appear on the map — you can drag that to the relevant location on the map and click to insert. Roofing contractors, we’ve got your back. To streamline commercial and residential roofing projects, make notes about features on a roof and share them with your team without having to export and make annotations in other software – do it it all in MapBrowser. Get the window seat for airport logistics Simplify managing complicated traffic in and out of airport properties, and keep track of critical maintenance issues with a view of changes over time. Ensure the details are reflected across your team, helping keep to schedule for time-critical repairs and replacements. Supervise asset management, remotely Assign portions of the areas you’re managing to different team members so everyone is working with a consolidated source of truth – removing confusion and saving the need for each employee to export and then consolidate different annotated maps. Bring intelligence into urban planning Work with a single source of truth to make notes and share with teams including utilities and roadways , with the ability for all contributors and decision-makers to make notes and ensure everyone is informed. This brings a new level of efficiency into MapBrowser, helping you and your team work smarter, with clearer information and a real-time view of who’s doing what in your MapBrowser project. With collaboration, you can see measurements and comments made by other stakeholders in the same project, giving you a clear view of the latest project updates. Along with these updates, you’ll also notice that we’ve updated the dashboard in the MapBrowser MyAccount view. The new grid layout displays your projects in an intuitive layout. Each project tile has an action menu where you can open, duplicate, rename, or archive a project. You will also be able to see who’s currently working on a project, and their access level. Your notifications window in MapBrowser will appear in the top right of the screen, directly under the bell icon. What’s your view on these updates? We’d love to hear how these MapBrowser enhancements are helping you do more – let us know in this survey. Your feedback helps us shape future product updates coming your way. Take Survey
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Mapping minds, shaping the world: GIS Day 2024
GIS Day 2024 is dedicated to sharing, teaching, and inspiring others with GIS. This year, Nearmap celebrates the 25th anniversary of GIS Day with highlights from customers and employees!
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Do more with MapBrowser
MapBrowser Do more with MapBrowser Nov 2024 Nov 2024 Play Thanks for all your feedback! We’ve listened and put your suggestions into action with 5 new MapBrowser enhancements to help you get the results you need, faster and more easily. From collaboration to property insights, large-area exports, more than 50 new AI layers, and a new-look MyAccount dashboard, a new way of working in MapBrowser is at your fingertips today. 1. Collaborate and share – put your team on the map “This is a game-changer!” said one of our first customers to use the new real-time collaboration tool in MapBrowser – one of our most requested features. Use the collaboration and sharing tool to share map projects and annotations in real time with others in your organization. With collaborative editing for up to 20 different users, you can view real-time comments, tag other users, and share or receive notifications by email or in the MapBrowser app. Smarter collaboration Urban planners : collaborate with real-time map updates on city planning projects. Emergency managers : share critical disaster response maps for fast decision-making. Civil engineers and project leads : collaborate instantly with AEC teams on projects and structural changes. Insurance claims adjusters: review property damage and work with a current view. Insurance risk managers : share accurate risk views with underwriters and clients. 2. See property insights in one view The new location list and property panel feature gives you even more information about an address or property at a glance. Simply select a property to see all relevant AI features in one view, and add custom metadata. Your locations will be saved in an easily accessible list helping you see all marked properties for reference, exporting and sharing. Property Insights requires a Nearmap AI subscription for relevant AI values to be populated. Succeed with smarter insights City planners: track property parcel changes, building footprints, surrounding infrastructure and property data. Public works authorities: prioritize maintenance and allocate resources by understanding changes to infrastructure, vegetation, and surface conditions. Architects: design with real-world data and visualize potential obstacles or opportunities. Construction managers: Mark key areas on site maps, track project progress, and view changes over time with AI-powered insights. Commercial real estate: assess project feasibility and make better-informed investment decisions with AI property insights. 3. Save your place(s) with project marker lists Keep a closer eye on your MapBrowser projects in one place with project marker lists showing all your added locations. In each marker list, you can add specific attributes – creating a shareable dataset about any details relating to a particular location or property. You can also filter the marker list, and download the data as a CSV file. (The property details listed in the image above are for illustration purposes only and are not factual.) Streamline your property data Construction managers: Mark key areas on site maps and collate crucial property data in one source. Residential real estate agencies: highlight and share important property features or condition details internally and with clients. Facilities managers: understand key property aspects at a glance, reducing siloed information to improve FM services. 4. Export large-area imagery Now you can export high-resolution 2D vertical aerial imagery in any-shaped polygon of your choice covering areas up to 1,100 square miles – the size of Rhode Island! Previously, large-sized exports of this needed to be requested and processed by our geospatial team, which meant a longer wait for the file to be delivered. This feature puts export capabilities at your fingertips. The ability to select irregularly shaped areas gives you scope to export imagery of areas such as construction sites, roads, campuses, hospitals, suburbs and more. Now, you simply identify your area of interest using the polygon tool, select the desired resolution and size of the imagery, then download and save your large-scale imagery export. 2D export requires 3D export permissions and available export credits. Export at scale Planning teams: export and analyze irregular-shaped areas such as highways or mixed-use development zones. Emergency responders: export specific catastrophe-zone imagery for quicker assessment and more effective triage. GIS professionals: export areas such as roadways and utility corridors into GIS platforms, without the need to mosaic multiple image tiles. Surveyors: reduce the time needed for field surveys data acquisition by exporting imagery covering any shaped area. 5. Deepen your insights with 50+ new AI features Now, with significantly enhanced machine learning capabilities powering Nearmap Gen 6 AI, you can access a total of more than 130 AI layers to conduct remote inspection and assessments, classify and detect damage, and optimize workflows to enable fast and accurate decision-making AI packs consolidate the AI attributes relevant to specific areas of interest, including Building Structures, Roof Shape and Roof Materials, Pavement Markings, Pavement Condition, Utilities, Yard Objects and more. Please note: AI Layers Library (currently only available as vector layers): A subscription for Nearmap AI and AI packs are required to view raster AI layers. A subscription for Nearmap Advanced AI Viewer is required to view vector AI layers. Enhance risk management Underwriters: gain a deeper understanding of risk factors and changes over time. Quoting : identify crucial property details to pre-fill quotes with accurate data. Loss control: analyze property condition and hazards for proactive loss prevention. Claims: assess damage with greater confidence, detect change and verify repairs remotely. Customer care: engage with agents and policyholders to recommend preventative measures. Along with these updates, you’ll also notice that we’ve updated the dashboard in the MapBrowser MyAccount view. The new grid layout displays your projects in an intuitive layout. Each project tile has an action menu where you can open, duplicate, rename, or archive a project. You will also be able to see who’s currently working on a project, and their access level. Your notifications window in MapBrowser will appear in the top right of the screen, directly under the bell icon. What will you achieve with MapBrowser? We’d love to hear how you’re using these new features. And let us know about any improvements or developments you’d like to see in future – we’re always listening. Take your work to a whole new level in MapBrowser . Login now
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Restoring traditional country with aerial AI
traditional country with AI Restoring traditional country with aerial AI Nov 2024 Nov 2024 Play Combining traditional knowledge on Country with aerial imagery and AI insights, the Nari Nari Tribal Council is creating positive change for future generations. At SXSW Sydney in October 2024, Jamie Woods (Gayini Land Manager, Nari Nari Tribal Council ) presented alongside The Nature Conservancy (Vera Rullens, Geospatial Information Officer, and Mike Roache, Protected Landscapes Director) and Nearmap (M’Shenda Turner, Senior Director, Survey and Geospatial Content Operations) to share how geospatial insights from high-resolution aerial imagery and AI-data is informing ecologically enduring, sustainable land-management decisions. For more than 50,000 years, the land of Gayini in the NSW Murray-Darling Basin wrote its own story, and the Traditional Custodians listened, coexisting sustainably. But when the land was taken and developed for grazing and crops, channels and other structures were built to control flood waters, impacting vegetation, wildlife, and Indigenous communities. Located on the Murrumbidgee flood plain, one of the flattest landscapes on earth, the 88,000-hectare Gayini property is the size of 16 Sydney Harbours. With many inaccessible areas, understanding what is happening at ground level and observing change over time is crucial for effective ecological restoration and land management. The first image below shows the Nearmap capture footprint across Gayini, spanning 88,000 hectares. The second image below shows a map of Sydney overlaid with the capture outline of Gayini, for perspective on the property’s size. “Bringing 88,000 hectares of data into one image is so powerful” Mike Roache, Protected Landscapes Director, The Nature Conservancy. Gayini — back in the care of traditional owners As part of the Murray Darling basin plan, in 2018 the New South Wales Government bought the land that is now Gayini. The Nature Conservancy Australia, Nari Nari Tribal Council, the Centre for Ecosystem Science at the University of New South Wales and the Murray Darling Wetlands Working Group formed a consortium to care for the land. In 2019 when the Nari Nari Tribal Council regained ownership of Gayini, the landscape had been degraded by decades of manmade intervention, with irrigation channels and levees blocking or diverting the natural water flow. Water quality had deteriorated and wetlands were deprived of seasonal water, impacting flora and fauna. Today, once again under the care of the Nari Nari people, traditional knowledge combined with technology-driven insights is helping restore and protect the land and its wildlife. “The Nature Conservancy is interested in protecting nature and fresh water in Australia as the lifeblood of well-being, and we want to work with First Nations groups to help them back onto their country and manage it in perpetuity. Gayini is the perfect example of all those factors combining, and we do that with a scientific mindset,” said Mike Roache, Protected Landscapes Director. The geospatial technology toolkit: AI-powered insights As part of the land management practices under the Nari Nari Tribal Council, Nearmap provides high-resolution imagery of the entire Gayini property captured in two surveys each year around April and October delivering high-resolution imagery with a Ground Sample Distance* (GSD) resolution of 5.5cm—7.5cm, showing how the landscape changes from year to year. *Image clarity is measured by ‘ground sample distance’ (GSD) — the lower the number, the better the clarity. Satellite imagery generally offers around 30cm GSD. The image above shows Nearmap AI identifying different features in the landscape: medium and high vegetation in yellow; low vegetation in magenta; very low vegetation in green, and water bodies in blue. Gayini is home to populations of migratory and native birds and animals, and threatened species. When the water arrives, the land comes to life providing feeding grounds and rookeries for various birdlife – including Black Swans, Painted Snipe, Spotted Pardalote, Emus, Bitterns, Superb Parrots, the critically endangered Plains-wanderer, and Pelicans. In 2019, Jamie Woods and the Gayini land managers came across a family of five endangered Plains-wanderers — an exciting discovery. Today, spotters can identify 100–200 Plains-wanderers in one night — testament to the traditional management and regeneration practices being applied. The image below shows an area of the property where a levee was opened to let natural water flow through. Vera Rullens, Geospatial Information Officer at The Nature Conservancy, gains valuable information from Nearmap imagery across the entire property, including AI layers that automatically identify water bodies (lakes, rivers, swamps, wetlands and irrigation channels), and vegetation levels. “The more of these time points we’re capturing, the bigger the story gets, and the more we can understand how the property is changing and how management actions contribute to the changes,” said Vera. “Across the 88,000 hectare property, The Nature Conservancy works with 150-billion pixels of imagery with Nearmap AI — a huge dataset for us to work with — we can turn this data into maps that tell a story by looking at patterns.” From a land management perspective, to regenerate land from heavily modified agricultural use back to natural wetlands requires a natural flooding regime to be reinstated. The image above shows a series of surveys indicating where Nearmap AI detected water and vegetation. You can see that October 2022 was a wet year with heavy rainfall and a lot of flooding on the property, as indicated by greater areas of dark blue. “We’ve put choppers in the air during floods, we’ve spent a lot of our own money flying over going and dropping GPS points — but we won’t have to do that now, because Nearmap imagery tells us where the constraints are in the landscape” Jamie Woods, Gayini Land Manager, Nari Nari Tribal Council. Healing Country for future generations When the Nari Nari Tribal Council regained ownership of Gayini in 2019, the main goal was to bring the land back to its near-natural state. Nearmap imagery and AI data is playing a role in helping Jamie Woods and his team achieve targets by providing property-wide data that helps verify the results from traditional management techniques. “We want the veins of this Country to carry the lifeblood, and the only way we can do that naturally is to take out these structures and constraints [irrigation channels and levees], which are brick walls and barriers for water,” said Jamie Woods. We always said that as this Country healed, it healed the people that were involved in it – that’s the big impact story.” Step lightly towards smarter regeneration Remote assessment across large areas can help reach decisions quicker, backed by accurate data. Keen to know more? Get in Touch
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Raising the bar on geospatial AI
See how you can identify 130+ different mapped features at speed and make accurate decisions with Nearmap Gen 6 AI.
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How technology is reshaping solar panel infrastructure
reshaping solar panel infrastructure How technology is reshaping solar panel infrastructure Oct 2024 Shelly Carroll Oct 2024 Shelly Carroll Solar power presents undeniable potential for sustainability, affordability and energy, and its global ascent shows no signs of slowing down. A technological revolution is underway, fueled by innovations that promise to fundamentally reshape the landscape. Solar infrastructure —once a nebulous goal of environmentalists—now offers a viable alternative to shrinking fossil-fuel reserves and pollution-inducing power plants. This transformation extends beyond installing panels and inverters; it represents a fundamental shift, underscored by cutting-edge technologies and digital transformation. Aerial imagery and location intelligence tools support installation processes by meticulously mapping the landscape and identifying optimal solar resource locations. Perovskite solar cells come with significantly lower manufacturing costs and provide a higher solar conversion efficiency than traditional silicon cells. Smart tracking systems, guided by the sun’s path, maximize sunlight absorption and set a new standard for energy use. Artificial intelligence (AI) and machine learning (ML) algorithms can be utilized to predict energy needs, manage grid integration and ensure seamless operation in minutes. As solar-power technology continues to advance, location intelligence promises to shine an even brighter light on the benefits of solar infrastructure, and the path to prime society for a cleaner and more energy-secure future that will serve generations to come. From cells to solar farms: the history of solar infrastructure The history of solar infrastructure advancement illustrates just how far the technology has come—and how long humanity has been working to reach this point. Today’s solar power and the infrastructure that supports it is the culmination of centuries-long attempts to harness it. Early attempts at directly employing the sun’s energy were rudimentary, but the invention of the photovoltaic (PV) cell in 1839 marked a turning point, making it possible to convert sunlight into electricity. Physicists and other luminaries continued to improve upon the PV cell for more than a century until the 1954 invention of the silicon solar cell by Bell Labs. The silicon solar cell offered significantly higher efficiency, paving the way for solar energy’s practical applications. Driven partially by a response to rising oil prices and the lowering cost of solar-panel production, the 1970s and 1980s saw the rise of rooftop solar installations. At the turn of the 21st century, a new era of solar infrastructure was ushered in, characterized by the emergence of large-scale, grid-integrated “solar farms” that harness and store the sun’s energy to power communities. These facilities offered economies of scale, improved efficiency and attracted significant investment, leading to a dramatic increase in solar-energy generation. However, despite these advancements, the evolution of solar was met with several roadblocks. For many years, the cost of manufacturing and installing solar panels was prohibitively expensive, making it inaccessible to the average consumer and less competitive than fossil-fuel alternatives. Early solar farms often required substantial tracts of land, raising concerns about land use and the potential environmental impact. Nevertheless, the historical evolution of solar infrastructure demonstrates remarkable progress in the solar industry, and the future promises even more transformative advancements in technology and deployment. AI layers can show developers existing solar panels (green) and any areas with vegetation—typically trees—above a roof or building that provides sources of shade (orange). The solar boom: where we stand today As solar energy use increases in the ongoing shift away from fossil fuels, the energy industry is experiencing unprecedented levels of growth. The solar boom isn’t limited to a single region, either, with solar now being used to power homes, businesses and grids of up to 2,245 megawatts. According to the International Renewable Energy Agency, cumulative installed solar PV power capacity surpassed a staggering 1,046 gigawatts in 2023 globally. The industry is flourishing, and substantial government incentives for adoption will make solar power increasingly more widespread and competitive. The solar-energy industry’s growth is supported by technological advancements that encourage adoption by making clean energy more accessible and customizable. Of these technologies, rooftop systems lead the charge. These panels offer the advantage of decentralization, reducing reliance on traditional power plants and bolstering energy independence. Another factor fueling solar energy growth is the uptick in utility-scale solar farms stretching across sizable landscapes. Solar farms generate ever-increasing amounts of clean power, often at competitive prices, making them ideal for bulk electricity generation. Experts are hopeful conditions soon will allow the United States to transition away from an over-reliance on coal, natural gas and nuclear power plants. Moreover, the U.S. Department of Energy Solar Energy Technologies Office and the National Renewable Energy Laboratory speculate that aggressive cost reductions, supportive policies and large-scale electrification could support solar-power technology accounting for as much as 40 percent of the nation’s electricity supply by 2035 and 45 percent by 2050. Despite technological developments and supportive policies, integrating solar power into existing grids remains challenging. The sun offers intermittent availability, and storage options can be costly and take up significant space. For instance, solar panels operate at reduced power output on cloudy days, creating a need to store excess energy. Solar batteries, the most-common storage method, are affordable and effective for decentralizing power. In addition, mechanical-energy storage methods such as flywheels, pumped hydro and compressed air generate electricity for commercial uses. Although solar batteries typically are the least-expensive and space-efficient option, all storage options can be costly and prohibitive to solar-power adoption. Fortunately, ongoing advancements in battery technology and smart-grid solutions are rapidly paving the way for a smoother transition. As solar energy becomes increasingly accessible, demand will continue to rise, and the current integration challenges will continue to be addressed on an ongoing basis through research and development. Taking flight: aerial imagery and location intelligence take center stage The solar industry is reaching new heights thanks to the powerful duo of aerial imagery and ML. These visually informative tools transform how solar projects are planned, built and managed, leading to greater efficiency and minimizing solar projects’ environmental impact. Instead of relying on time-consuming, ground-based surveys, developers now benefit from high-resolution aerial imagery that provides an 18,000-foot view of the world below. These image captures reveal crucial details such as roof dimensions and tilt, shading patterns, and potential obstacles. Aerial imagery and location intelligence help identify potential issues such as panel damage or shading concerns before they impact energy production. For example, this image shows a tree (shade in orange) interfering with the solar panel (greenshaded panels) that has already been placed. High-resolution aerial images , when coupled with advanced location intelligence, can significantly assist contractors in selecting the most-suitable sites for solar panels. This data help developers pinpoint the ideal spots for installation, optimizing energy production and conserving land usage. For instance, location intelligence can rapidly assess a large area of land for a solar farm within hours, identifying potential challenges such as power lines or sensitive ecological zones that would ordinarily take weeks to discover through physical surveys. Furthermore, beyond aiding in site selection, the combination of aerial imagery and location intelligence can help developers identify opportunities to integrate disparate infrastructure, such as solar-powered streetlights equipped with sensors that adapt to real-time traffic patterns. At the heart of modern location-intelligence innovation lies AI, which analyzes these aerial images to create detailed maps highlighting the optimal layout for panels and ensures maximum sunlight exposure as well as heightened environmental awareness. Developers can use these insights from location intelligence, aerial imagery and AI to verify property details and surrounding areas remotely. Viewing current roof conditions, panel requirements, access points and wiring distances from their desks, developers can reduce construction time, lower costs and ultimately minimize the physical footprint of solar farms. With the surge in potential customers, solar providers will invariably face the challenge of scaling their operations while managing projects with easily accessible and highly accurate insights. Equipping development teams with these tools can prove instrumental in streamlining processes and enhancing operational efficiency. Building the future: technologies shaping solar infrastructure The wave of technologies transforming solar panels and the corresponding infrastructure is now harnessing solar energy more efficiently than ever. One such technology is the perovskite solar cell, a type of solar cell made from inexpensive materials. Perovskite solar cells are cheaper to manufacture than traditional silicon-based cells and are more efficient in solar conversion, contributing to lower panel installation and infrastructure costs that, in turn, lead to increased production of solar-power technology. Solar technology appropriately takes a page from nature, as flower beds are the original solar-powered communities. Smart tracking systems resemble the movement of sunflowers as they follow the sun’s direction, dynamically adjusting panels throughout the day to maximize sunlight capture and reduce energy waste. Products such as these contribute to the efficiency of increasingly sophisticated solutions. For example, energy-storage solutions such as advanced batteries and pumped hydro are used to store excess energy when the sun dips below the horizon. This is crucial for grid stability, ensuring a reliable flow of clean power day and night. AI and big data are also part of the mix, analyzing weather patterns, energy consumption and panel performance to optimize energy management and grid integration. The collaboration among these various technologies creates an ecosystem where homes and businesses automatically adjust their energy use based on real-time data, seamlessly balancing supply and demand. Considering the current direction of progress, it’s safe to assume that future communities will feature responsive, self-sustained homes and businesses. For example, the solar energy industry is counting the days until transparent solar panels are common fixtures on building facades. Glass surfaces then become conduits of the sun’s energy to power heating, cooling and electrical systems, which effectively transforms structures into miniature power plants. The benefits provided to infrastructure-development teams by these technologies will play an important role in bringing this vision of the future to fruition. Up-to-date aerial roof images help firms inspect a prospective roof. For example, this image shows roofs with temporary repairs (shaded in purple), rusting (shaded in dark blue) and structural damage (shaded in red). Sun-powered sustainability: the ripple effect Aerial imagery, location intelligence and AI are shaping the future of solar energy and paving the way for a cleaner, more-sustainable tomorrow. Transitioning from excessive reliance on conventional energy sources to solar power can significantly decrease carbon emissions, a major contributor to intensifying climate change. With a reduction in carbon emissions comes cleaner air, leading to healthier communities and enhanced quality of life. By replacing pollution-heavy energy sources, solar power directly contributes to a substantial reduction in carbon emissions. This decrease in air pollutants leads to cleaner, healthier air as well as lower rates of respiratory conditions and other health issues often linked to poor air quality such as asthma and lung disease. In addition, the mitigation of climate-change impacts associated with carbon emissions, such as extreme weather events and heatwaves, also enhances community wellbeing and safety. The shift to solar energy therefore not only represents an environmental necessity but also a pathway toward safer, healthier communities. Unlike traditional power plants, solar energy conserves precious resources such as water and promotes a circular economy through responsible panel recycling. If society were to follow circular-economy principles, solar panels could be recycled, restored and reused on an ongoing basis. This has the potential to translate into more than 17.7 megatons of raw materials being recycled from solar PV panel waste by 2050—a value of nearly $9 billion. The advancements in solar technology and the tools that facilitate their adoption empower city managers, commercial builders and stakeholders with the insights to design for long-term economic, environmental and equitable impacts for a more-sustainable community. Solar energy creates new green jobs in manufacturing, installation and maintenance, boosting local economies and fostering innovation. This shift toward energy independence empowers communities, particularly in remote areas, to break free from the volatility of fossil-fuel markets and generate their own electricity. Localized power generation also strengthens the grid, reducing reliance on centralized infrastructure and enhancing energy security. The key to maximizing these benefits lies in supporting technologies such as perovskite solar cells and location intelligence that ease the transition toward a sun-powered future. As climate change and its impacts on society intensify, so does the urgency to adopt sustainable solutions. The interconnectedness of technologies such as aerial imagery, AI and ML promises a future where sustainability does not exist in a microcosm. It will be a tangible reality for all. Reprinted with permission from the September 5, 2024 edition of Informed Infrastructure published by V1 Media, LLC. ©2024. All Rights Reserved. Further duplication without permission is prohibited.
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