{"id":149982,"date":"2026-02-28T17:02:23","date_gmt":"2026-02-28T17:02:23","guid":{"rendered":"https:\/\/devsdata.com\/case-studies\/skycatch-ai-computer-vision-software-development\/"},"modified":"2026-03-26T10:10:52","modified_gmt":"2026-03-26T10:10:52","slug":"skycatch-ai-computer-vision-software-development","status":"publish","type":"case_study","link":"https:\/\/devsdata.com\/de\/case-studies\/skycatch-ai-computer-vision-software-development\/","title":{"rendered":"SkyCatch, Inc. &#8211; AI Computer Vision for US Drone Tech"},"content":{"rendered":"<section>\n<h1>SkyCatch, Inc. &#8211; AI Computer Vision for US Drone Tech<\/h1>\n\n    <style>`\n        .post-info {\n            display: flex;\n            flex-direction: row;\n            font-family: Montserrat;\n            font-style: normal;\n            font-weight: 500;\n            font-size: 16px;\n            line-height: 150%;\n            letter-spacing: 0.02em;\n            color: #6D7082;\n            \/*padding-top:32px;*\/\n        }\n\n        .info-container .post-info {\n            display: flex;\n            flex-direction: column;\n            justify-content: space-between;\n        }\n\n        .post-info-main {\n            width: 100%;\n            display: flex;\n            flex-wrap: wrap;\n            row-gap: 5px;\n            column-gap: 20px;\n            grid-template-rows: repeat(3, auto);\n            grid-template-columns: 60px max-content auto;\n            margin-bottom:12px;\n        }\n\n        .with-reviewer {\n            flex-wrap: wrap;\n            row-gap: 5px;\n        }\n\n        .author-name {\n            margin-bottom:4px;\n            grid-row-start: 2;\n            text-decoration: underline;\n            color:black !important;\n        }\n\n        .rank-math-breadcrumb {\n            margin-top:20px;\n            position: relative;\n            z-index: 1;\n        }\n\n        .rank-math-breadcrumb p {\n            margin: 0;\n            white-space: nowrap; \n            overflow: hidden;\n            text-overflow: ellipsis;\n            gap: 8px;\n            display: flex;\n        }\n\n        .rank-math-breadcrumb a {\n            color: #6d7082;\n        }\n\n        .rank-math-breadcrumb a:hover {\n            text-decoration: underline;\n            color: #0332c9;\n        }\n\n        .author-avatar {\n            display: flex;\n            justify-content: center;\n            margin-right: 15px;\n            width: fit-content;\n            grid-row-start: span 2;\n            grid-row-end: 4;\n        }\n\n        .author-avatar picture {\n            display: flex;\n            justify-content: center;\n            align-items: center;\n        }\n\n        .author-avatar.clicked {\n            transform: scale(1.1);\n        }\n\n        .post-info .author-avatar img {\n            min-width:44px;\n            height: 44px;\n            width: auto;\n            object-fit: cover;\n            aspect-ratio: 1\/1;\n            filter: grayscale(1);\n            border-radius: 100%;\n            position: relative;\n            top: 2px;\n        }\n\n        .post-info .author_socials {\n            display: flex;\n            flex-direction: row;\n            align-items: center;\n            grid-row-start: 3;\n            grid-column: span 2;\n            gap: 15px;\n            list-style-type: none;\n            padding: 0;\n            margin: 0;\n        }\n\n        .post-info .author_socials li a {\n            display: flex;\n            align-item: center;\n            text-decoration: none;\n        }\n\n        .author_socials a svg {\n            width: 16px;\n            height: 16px;\n            transition: 0.3s;\n            color: #000;\n        }\n      \n        .author_socials li:hover svg {\n            color: #0332c9;\n        }\n\n        .right-info a {\n            width: fit-content;\n            color: unset;\n        }\n\n        .right-info a:hover {\n            text-decoration: underline;\n        }\n\n        .post-info .clock {\n            position: relative;\n            padding-right: 5px;\n            top: 2px;\n        }\n\n        .post-info .arrow {\n            position: relative;\n            margin-left: 10px;\n            margin-right: 10px;\n            transition: .2s;\n            height: 6px;\n            bottom: 1px;\n        }\n        .post-info .post-info-separator {\n            padding-right: 3px;\n            padding-left: 3px;\n        }\n\n        .reviewer-info {\n            display: flex;\n            flex-direction:column;\n            justify-content: center;\n            align-items: flex-start;\n            grid-row-start: 2;\n            align-self: start;\n            justify-self: end;\n            font-family: \"Montserrat\", arial;\n            color: #000;\n        }\n\n        .reviewer-info.the_first_row {\n            justify-self: start;\n            grid-row-start: 1;\n            grid-column: span 3;\n        }\n\n        .meta-checkmark {\n            width: 20px;\n            height: auto;\n        }\n\n        .reviewer-info a {\n            margin-left: 0;\n            color: #000;\n            text-decoration: underline;\n        }\n        .reviewer-info a:hover {\n            color: #0332c9;\n        }\n        .reviewer-info a:visited {\n            color: #551a8b;\n        }\n        .reviewer-info a:active {\n            color: #0332c9;\n        }\n        .language-dropdown-container {\n            display: inline-block;\n            width: 200px;\n        }\n\n        .language_switcher {\n            display: inline-flex;\n            align-items: center;\n            flex-direction: row;\n            gap: 5px;\n            vertical-align: middle;\n        }\n        \n        .language_switcher .wpml-ls-legacy-dropdown {\n            width: auto;\n            position: relative;\n            vertical-align: middle;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown ul {\n            list-style: none;\n            padding: 0;\n            margin: 0;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language {\n            position: relative;\n            margin-bottom:0;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language > a {\n            padding-left:16px !important;\n            display: flex;\n            align-items: center;\n            justify-content: space-between;\n            width: 100%;\n            box-sizing: border-box;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu {\n            display: none;\n            position: absolute;\n            z-index: 10;\n            top: 100%;\n            left: 0;\n            width: 100%;\n            margin: 0;\n            background-color: rgb(238, 238, 238);\n            border-radius: 0 0 8px 8px;\n            overflow: hidden;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu li {\n            display: block;\n            width: 100%;\n            margin-bottom:0;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu li:hover {\n            background-color:rgba(204, 204, 211) !important\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-sub-menu a {\n            display: block;\n            width: 100%;\n            padding: 8px 15px 8px 16px;\n            margin-left: 0;\n            box-sizing: border-box;\n            white-space: nowrap;\n            text-align: left;\n        }\n\n        @media (hover: hover) {\n            .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language:hover > .wpml-ls-sub-menu {\n                display: block;\n            }\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language.wpml-dropdown-open > .wpml-ls-sub-menu {\n            display: block;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language.wpml-dropdown-open > a.wpml-ls-item-toggle:after {\n            transform: scale(.7) rotate(180deg);\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown .wpml-ls-current-language.wpml-dropdown-open > .wpml-ls-item-toggle {\n            border-radius: 8px 8px 0 0;\n            background-color: rgba(204, 204, 211);\n        }\n\n        .wpml-ls-legacy-dropdown a:focus {\n            background-color: #FFFFFF;\n        }\n\n        .language_switcher .wpml-ls-legacy-dropdown a:visited {\n            color: #000000 !important;\n        }\n\n        .wpml-ls-legacy-dropdown a.wpml-ls-item-toggle:after {\n            content: \"\";\n            display: inline-block;\n            transform: scale(.7);\n            height: 20px;\n            width: 20px;\n            background: url(\"\/wp-content\/uploads\/2020\/07\/Vector.png\");\n            margin-left: 5px;\n            background-repeat: no-repeat;\n            background-position: center center;\n            background-size: 10px;\n            border: none;\n            position: unset;\n            background-color: #eee;\n            border-radius: 50%;\n            padding: 10px;\n            transition: transform 0.2s ease-in-out;\n            vertical-align: middle;\n            flex-shrink: 0;\n        }\n\n        .language_switcher a {\n            border: none;\n            padding: 10px 15px;\n        }\n\n        .wpml-ls-legacy-dropdown a.wpml-ls-item-toggle {\n            padding: 0 5px 0 2px !important;\n        }\n\n        @media (hover: hover) {\n            .wpml-ls-sub-menu a.wpml-ls-link:hover,\n            .language_switcher .wpml-ls-legacy-dropdown a.wpml-ls-item-toggle:hover {\n                background-color: rgba(204, 204, 211);\n                color: #000000 !important;\n                text-decoration: none;\n            }\n        }\n\n        .wpml-ls-sub-menu {\n            border: none !important;\n            background-color: transparent;\n        }\n\n        .wpml-ls-sub-menu a {\n            background-color: #FFFFFF;\n        }\n\n        .wpml-ls-current-language .wpml-ls-item-toggle {\n            border-radius: 8px;\n        }\n\n        @media (hover: hover) {\n            .wpml-ls-current-language:hover .wpml-ls-sub-menu a {\n                background-color: rgb(238, 238, 238) !important;\n            }\n\n            .wpml-ls-current-language .wpml-ls-sub-menu a:hover,\n            a.wpml-ls-item-toggle:hover:after {\n                background-color: rgba(204, 204, 211) !important;\n            }\n\n            .wpml-ls-current-language:hover a.wpml-ls-item-toggle:after {\n                transform: scale(.7) rotate(180deg);\n            }\n\n            .wpml-ls-current-language:hover .language_switcher .wpml-ls-legacy-dropdown a {\n                background-color: rgba(109, 112, 130, 0.1);\n            }\n\n            .wpml-ls-current-language:hover .wpml-ls-item-toggle{\n                border-radius: 8px 8px 0 0;\n            }\n\n            .wpml-ls-current-language:hover .wpml-ls-item:last-child .wpml-ls-link{\n                border-radius: 0 0 8px 8px;\n            }\n        }\n\n        .wpml-ls-current-language.wpml-dropdown-open .wpml-ls-sub-menu a {\n            background-color: rgb(238, 238, 238) !important;\n        }\n\n        .wpml-ls-current-language.wpml-dropdown-open .wpml-ls-item:last-child .wpml-ls-link{\n            border-radius: 0 0 8px 8px;\n        }\n\n        ul.language-list {\n            \/*min-height: 71px;*\/\n            margin: 0;\n            overflow: hidden;\n            position: absolute;\n            display: inline-block;\n            list-style: none;\n            vertical-align: top;\n            background-color: #FFFFFF;\n            padding: 0;\n            z-index: 2;\n        }\n\n        ul.language-list.mobile {\n            border-radius: 10px;\n            border: 1px solid rgba(109, 112, 130, 0.1);\n            margin-left: 10px;\n        }\n\n        .language-list.mobile li:hover {\n            background-color: rgba(109, 112, 130, 0.1)\n        }\n\n        .language-list.mobile li:hover a {\n            color: #000000;\n        }\n\n        .dropdown-arrow {\n            display: inline-block;\n            border-radius: 50%;\n            height: 30px;\n            width: 30px;\n        }\n\n        .dropdown-arrow {\n            background-color: rgba(109, 112, 130, 0.1);\n        }\n\n        .dropdown-arrow:hover {\n            background-color: rgba(109, 112, 130, 0.3);\n        }\n\n        .dropdown-arrow.mobile,\n        .dropdown-arrow.mobile:hover {\n            background-color: unset;\n        }\n\n        .language-list li {\n            padding-left: 10px;\n            cursor: pointer;\n            display: none;\n        }\n\n        .language-list li a {\n            color: #6D7082;\n            text-decoration: none;\n        }\n\n        .language-list li:first-child {\n            display: block;\n        }\n\n        .active li {\n            display: block;\n        }\n\n        .rotated {\n            transform: rotate(180deg);\n            bottom: 2px !important;\n        }\n        .bookmark {\n            align-self: center;\n            cursor:pointer;\n            display:none;\n        }\n        \n        .article h1 + p,\n        .article h1 + p + p {\n            margin: 0;\n            margin-bottom: 0 !important;\n        }\n\n        .info-container{\n            \/*min-height:150px;*\/\n            direction: ltr;\n            display: flex;\n            flex-direction: column;\n            justify-content: space-between;\n            padding-top: 20px;\n        }\n        .tags{\n            font-family: \"Montserrat\", sans-serif;\n            display: flex;\n            flex-direction: row;\n            justify-content: flex-start;\n            flex-wrap: wrap;\n            width: 100%;\n            overflow: hidden;\n            font-size: 14px;\n            border-radius: unset;\n            margin-bottom:20px;\n        }\n        .tags a {\n            font-style: normal;\n            line-height: 1.75em;\n            border: 0.5px solid #e2e5e9;\n            margin-right: 7px;\n            margin-top: 7px;\n            transition: 0.2s;\n            transition-property: background;\n            border-radius: 5px;\n            padding: 0.2em 0.8em;\n            color: black;\n        }\n        .tags a:hover {\n            background-color: #c1c7d0;\n        }\n\n        .tags a:visited {\n            color: #000;\n        }\n        .tags a:active {\n            color: #000;\n        }\n        .default-a:focus {\n            background-color: unset;\n        }\n\n        .default-a:hover{\n            text-decoration: underline;\n        }\n        .separator {\n        color:black !important;\n        font-weight:600;\n        }\n        .last {\n        color:black !important;\n        font-weight:600;\n        }\n        @media screen and (max-width:1034px) {\n        .author_links {\n        margin-right:auto;\n        }\n        .reviewer-info {\n        width: 100%;\n        }\n        }\n        @media screen and (max-width:767px) {\n        .language_switcher {\n        display: flex;\n        margin-top: 5px;\n        }\n        }\n        @media screen and (max-width:490px) {\n        .review-lowres {\n        display:flex !important;\n        }\n        .review-highres {\n        display:none !important;\n        }\n        .author_links {\n        margin-right:36px !important;\n        } \n        }\n    <\/style>\n    <div><nav aria-label=\"breadcrumbs\" class=\"rank-math-breadcrumb\"><p><span class=\"last\">Home<\/span><\/p><\/nav><\/div>\n    \n    <div class=\"info-container\">\n    <div class=\"post-info with-reviewer\">\n        <div class=\"post-info-main\">\n            <div class=\"author-avatar\">\n                <picture>\n                        <source\n                            srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.webp\" type=image\/webp> \n                        <source \n                            srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\" type=\"image\/jpeg\">\n                        <img decoding=\"async\" \n                            class=\"avatar lazyload\"\n                            width=\"64\" \n                            height=\"64\"\n                            src=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\"\n                            alt=\"avatar\"\n                            loading=\"lazy\"\n                            title=\"Tom Potanski\"\n                        >\n                <\/picture>\n            <\/div>\n            <div style=\"display:flex; flex-direction:column;margin-right:auto;\" class=\"author_links\">\n            <a href=\"\/author\/tom-potanski\/\" class=\"author-name\">Tom Potanski<\/a>\n            <ul class=\"author_socials\">\n            <li>\n                <a href=\"https:\/\/www.linkedin.com\/in\/tompotanski\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" aria-label=\"Tom Potanski on Linkedin\">\n                    <svg version=\"1.0\" fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\" aria-hidden=\"true\">\n                            <g id=\"linkedin5_layer\">\n                                <path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\" data-hs-event-238572417=\"1\"><\/path>\n                            <\/g>\n                        <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/www.crunchbase.com\/person\/tom-potanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" aria-label=\"Tom Potanski on Crunchbase\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" width=\"800px\" height=\"800px\" viewBox=\"0 0 24 24\" role=\"img\">\n                            <title>Crunchbase icon<\/title>\n                            <path d=\"M21.6 0H2.4A2.41 2.41 0 0 0 0 2.4v19.2A2.41 2.41 0 0 0 2.4 24h19.2a2.41 2.41 0 0 0 2.4-2.4V2.4A2.41 2.41 0 0 0 21.6 0zM7.045 14.465A2.11 2.11 0 0 0 9.84 13.42h1.66a3.69 3.69 0 1 1 0-1.75H9.84a2.11 2.11 0 1 0-2.795 2.795zm11.345.845a3.55 3.55 0 0 1-1.06.63 3.68 3.68 0 0 1-3.39-.38v.38h-1.51V5.37h1.5v4.11a3.74 3.74 0 0 1 1.8-.63H16a3.67 3.67 0 0 1 2.39 6.46zm-.223-2.766a2.104 2.104 0 1 1-4.207 0 2.104 2.104 0 0 1 4.207 0z\"\/>\n                        <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/medium.com\/@tompotanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" aria-label=\"Tom Potanski on Medium\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"800px\" height=\"800px\" viewBox=\"0 -55 256 256\" version=\"1.1\" preserveAspectRatio=\"xMidYMid\">\n                        <g>\n                            <path d=\"M72.2009141,1.42108547e-14 C112.076502,1.42108547e-14 144.399375,32.5485469 144.399375,72.6964154 C144.399375,112.844284 112.074049,145.390378 72.2009141,145.390378 C32.327779,145.390378 0,112.844284 0,72.6964154 C0,32.5485469 32.325326,1.42108547e-14 72.2009141,1.42108547e-14 Z M187.500628,4.25836743 C207.438422,4.25836743 223.601085,34.8960455 223.601085,72.6964154 L223.603538,72.6964154 C223.603538,110.486973 207.440875,141.134463 187.503081,141.134463 C167.565287,141.134463 151.402624,110.486973 151.402624,72.6964154 C151.402624,34.9058574 167.562834,4.25836743 187.500628,4.25836743 Z M243.303393,11.3867175 C250.314,11.3867175 256,38.835526 256,72.6964154 C256,106.547493 250.316453,134.006113 243.303393,134.006113 C236.290333,134.006113 230.609239,106.554852 230.609239,72.6964154 C230.609239,38.837979 236.292786,11.3867175 243.303393,11.3867175 Z\" fill=\"currentColor\"><\/path>\n                        <\/g>\n                    <\/svg>\n                <\/a>\n            <\/li><\/ul>\n            <\/div>\n            <div class=\"reviewer-info\"> \n                                                                            <span style=\"color:#6D7082;\" class=\"\">\n                Last updated on \n                28. Februar 2026 \n                <span class=\"post-info-separator\">| <\/span> \n                10 min read\n                \n            <\/span>\n                            <\/div>\n        \n        <\/div>\n    <\/div>\n    <div class=\"bookmark\">\n        <img decoding=\"async\" src=\"\/wp-content\/uploads\/2020\/08\/bookmark-add-2-1.svg\" alt=\"bookmark\" title=\"\">\n    <\/div>\n    <div class=\"tags\"><\/div>\n    <\/div>\n    <script type=\"module\" defer>\n      document.addEventListener(\"DOMContentLoaded\", function () {\n    \/\/ Get the current path from the URL\n    const path = window.location.pathname;\n\n    \/\/ Check if it starts with \/case-studies\n        if (path.startsWith(\"\/case-studies\")) {\n        const tagsElement = document.querySelector(\".tags\");\n        if (tagsElement) {\n        tagsElement.style.marginBottom = \"0\";\n        }\n        }\n        });\n        Array.from(document.getElementsByClassName(\"separator\")).forEach(el => {\n            el.textContent = \" > \";\n        });\n\n            var wpmlToggle = document.querySelector(\".language_switcher .wpml-ls-item-toggle\");\n            if (wpmlToggle) {\n                wpmlToggle.addEventListener(\"click\", function(e) {\n                    e.preventDefault();\n                    e.stopPropagation();\n                    var currentLang = this.closest(\".wpml-ls-current-language\");\n                    if (currentLang) {\n                        currentLang.classList.toggle(\"wpml-dropdown-open\");\n                    }\n                });\n                document.addEventListener(\"click\", function(e) {\n                    var openDropdown = document.querySelector(\".wpml-ls-current-language.wpml-dropdown-open\");\n                    if (openDropdown && !openDropdown.contains(e.target)) {\n                        openDropdown.classList.remove(\"wpml-dropdown-open\");\n                    }\n                });\n            }\n\n            var languageList = document.querySelector(\"#language-list\");\n            var dropdownArrow = document.querySelector(\".dropdown-arrow\");\n\n            if(languageList){\n                languageList.addEventListener(\"click\", () => {\n                    languageList.classList.toggle(\"active\");\n                    document.querySelector(\"#arrow\").classList.toggle(\"rotated\");\n                })\n            }\n                \n            function handleViewportChange() {\n                if(languageList) {\n                    if (window.innerWidth < 1280) {\n                        if(!languageList.classList.contains(\"mobile\")) {\n                            languageList.classList.add(\"mobile\");\n                            dropdownArrow.classList.add(\"mobile\");\n                        }\n                    } else {\n                        if(languageList.classList.contains(\"mobile\")) {\n                            languageList.classList.remove(\"mobile\");\n                            dropdownArrow.classList.remove(\"mobile\");\n                        }\n                    }\n                };\n            };\n\n            \/\/ If there is a small\/no space between reviewer and author name, reviewer moves to the first row\n            function update_post_info_layout() {\n                const author_name_element = document.querySelector(\".author-name\");\n                const reviewer_element = document.querySelector(\".reviewer-info\");\n                const post_info_container = document.querySelector(\".post-info\");\n\n                if(reviewer_element) {\n                    let distance_next_to_author, reviewer_fits_next_to_author; \n                    if(post_info_container && author_name_element) {\n                        distance_next_to_author = post_info_container.getBoundingClientRect().right - author_name_element.getBoundingClientRect().right;\n                        reviewer_fits_next_to_author = distance_next_to_author - reviewer_element.clientWidth >= 15;\n                    }\n\n                    if(!reviewer_fits_next_to_author) {\n                        reviewer_element.classList.add(\"the_first_row\");\n                    } else if (reviewer_fits_next_to_author && reviewer_element.classList.contains(\"the_first_row\")) {\n                        reviewer_element.classList.remove(\"the_first_row\");\n                    }\n                }\n            }\n\n            handleViewportChange();\n            update_post_info_layout();\n             \n            window.addEventListener(\"resize\", () => {\n                handleViewportChange();\n                update_post_info_layout();\n            });\n    <\/script>\n\n        <span class=\"img-container\">\n            <picture class=\"\" style=\"filter: grayscale(0)\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_main_small.webp\" type=\"image\/webp\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_main_small.jpg\" type=\"image\/jpg\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_main.webp\" type=\"image\/webp\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_main.jpg\" type=\"image\/jpg\">\n                <img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/skycatch_main.jpg\" width=\"640\" height=\"357\" alt=\"Graphic designer with tattoos working at a desk with a digital tablet and computer. testimonial\" title=\"\">\n            <\/picture>\n        <\/span>\n    \n<p>Drones are revolutionizing the way construction sites are monitored, managed, and optimized. In collaboration with <a href=\"https:\/\/skycatch.com\/\" target=\"_blank\" rel=\"noopener nofollow\">SkyCatch<\/a>, a San Francisco-based drone technology company, <a href=\"\/\" target=\"_blank\" rel=\"noopener\">DevsData LLC<\/a> developed AI-powered computer vision software to bring real-time activity detection to complex industrial environments. The project pushed the boundaries of deep learning, object tracking, and high-speed data processing in real-world conditions.<\/p>\n\n        <span class=\"img-container\">\n            <picture class=\"open-picture\" style=\"filter: grayscale(0)\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_statistics_small.webp\" type=\"image\/webp\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_statistics_small.jpg\" type=\"image\/jpg\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_statistics.webp\" type=\"image\/webp\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_statistics.jpg\" type=\"image\/jpg\">\n                <img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/skycatch_statistics.jpg\" width=\"640\" height=\"357\" alt=\"Graphic designer with tattoos working at a desk with a digital tablet and computer. testimonial\" title=\"\">\n            <\/picture>\n        <\/span>\n    \n<h2 style=\"margin-top: -20px;\">Client profile<\/h2>\n<p>SkyCatch, Inc. is a drone technology company, headquartered in San Francisco, that builds AI-powered data solutions for the construction, mining, and energy industries. Its platform combines drone imagery, 3D modeling, and computer vision to support real-time site monitoring and informed decision-making in complex industrial settings. With a team of 42 employees and annual revenue of <a href=\"https:\/\/getlatka.com\/companies\/skycatch.com#revenue\" target=\"_blank\" rel=\"noopener nofollow\">$6.3 million<\/a>, the company runs an efficient organizational structure while providing advanced technology infrastructure to clients operating in demanding environments.<\/p>\n<p>SkyCatch solutions are used to track construction progress, detect on-site activity, and automate reporting processes. The company maintains a strong focus on AI and automation, continuously evolving its product capabilities to meet the growing demand for efficiency and real-time data integration in industrial operations.<\/p>\n<h3>Highlights:<\/h3>\n<ul>\n<li>$6.3M in annual revenue with a 42-person team based in San Francisco.<\/li>\n<li>AI-powered drone platform for construction, mining, and energy industries.<\/li>\n<li>Specializes in real-time monitoring, activity detection, and automated reporting.<\/li>\n<\/ul>\n<h2>Challenge: Complex environments and demands for real-time intelligence<\/h2>\n<p>SkyCatch operates in sectors where precision, speed, and reliability are critical. Their clients, primarily in construction and mining, depend on accurate, real-time data to monitor active sites, assess safety risks, and make time-sensitive operational decisions. Traditional manual inspection methods are too slow and prone to error in such environments, creating an urgent need for automation powered by AI. Delays or inaccuracies in data capture can directly affect project timelines, compliance, and operational costs, making real-time intelligence not just a technical goal but a business imperative.<\/p>\n<p class=\"quote\">The core challenge was to develop a computer vision system capable of detecting specific equipment and activities from drone video streams under varying lighting, movement, and site conditions.<\/p>\n<p>The solution had to go beyond simple object detection. SkyCatch required a model that could interpret scenes, track movement across frames, and recognize complex activities such as equipment operation and interaction patterns on active sites. The model also had to work reliably across varied terrains and integrate seamlessly with existing drone hardware and data workflows. Because these environments are high-risk and capital-intensive, any AI solution had to demonstrate not only technical accuracy but also operational reliability under field conditions.<\/p>\n<p>Deployment was another key concern. The system had to be lightweight, scalable, and cloud-optimized, with minimal latency. This was essential to ensure rapid insights for decision-makers, enabling timely interventions that could reduce safety incidents or avoid costly downtime. SkyCatch also required flexibility through containerized deployment and cloud-based training, supporting scalability across global client operations. In short, the technical challenge was tightly linked to business outcomes. Speed, reliability, and scalability were all crucial for maintaining client trust and staying competitive in a fast-moving industry.<\/p>\n<h2>Goals<\/h2>\n<p>SkyCatch approached the project with clearly defined technical and operational goals. The primary objective was to build a robust AI-based system capable of detecting and interpreting construction site activities from drone video footage in real time. Accuracy and speed were equally important; false positives or delays in reporting could undermine the system\u2019s usefulness in live industrial environments.<\/p>\n<p>Beyond activity detection, SkyCatch expected the solution to integrate seamlessly into its existing drone data pipeline, enabling automatic analysis without requiring manual review. The system needed to be adaptable to varying terrains, camera angles, and environmental conditions, and perform consistently across different sites. Finally, scalability was a key requirement: the models had to be optimized for deployment across cloud-based infrastructure, allowing efficient rollout across multiple client operations.<\/p>\n<h2>Our approach<\/h2>\n<p>To address these requirements, we began by designing a multi-stage computer vision pipeline tailored specifically to real-world drone footage. Our initial experimentation focused on object detection using two types of deep learning models: RCNN (Region-based Convolutional Neural Network) and its faster successor, Faster RCNN. Both models are designed to locate and classify objects within images, and comparing them allowed us to evaluate precision and performance across varied datasets and visual conditions.<\/p>\n<p>Building on insights from a previous project involving human detection software for a <a href=\"\/case-studies\/human-detection-software-for-a-defense-firm\/\" target=\"_blank\" rel=\"noopener\">defense firm<\/a>, involving human detection in video streams, we ultimately adopted a YOLO-based architecture (\u201cYou Only Look Once\u201d). Unlike other models that analyze images in parts, YOLO processes an entire frame in a single pass, enabling real-time detection of multiple objects simultaneously. This made it well-suited for the time-sensitive requirements of construction site monitoring, where speed is as critical as accuracy.<\/p>\n<p>To enable the system to recognize not just objects but also actions and sequences, such as machinery movement or equipment interaction, we incorporated LSTM (Long Short-Term Memory) layers. These specialized components of neural networks are designed to analyze patterns over time, making it possible to understand behavior across multiple frames of video rather than treating each frame in isolation.<\/p>\n<h2>Execution and delivery<\/h2>\n<p>Our development process began with data collection and preparation. We worked with both client-provided drone footage and supplemental video data sourced from public platforms to ensure a diverse and representative training set. Frames were sampled at a 1Hz frequency to create datasets suitable for both object detection and temporal modeling tasks.<\/p>\n<p>The deep learning models were developed using Keras with TensorFlow as the backend, trained on AWS p2.xlarge instances for efficient scalability. The RCNN and Faster RCNN models were trained to establish baselines, while the YOLO-LSTM model was fine-tuned for real-time deployment. Training and testing were conducted on hold-out sets to validate accuracy using mean Intersection over Union (IoU) as the primary metric.<\/p>\n<p>Deployment was handled via Docker containers, enabling consistent environments across development, testing, and production. This containerized approach simplified integration with SkyCatch\u2019s existing infrastructure and made it possible to replicate the solution across client-specific cloud setups. <\/p>\n<p class=\"quote\">The final system supported real-time object and activity detection, met performance benchmarks, and was delivered with documentation and support for further in-house scaling.<\/p>\n<h2>Outcome<\/h2>\n<p>The final solution enabled SkyCatch to perform real-time detection and classification of construction site activities directly from drone video feeds. The YOLO-LSTM model delivered both speed and accuracy, meeting the technical requirements for live deployment in operational environments. The system successfully identified key site activities, such as equipment movement and task execution, with a high degree of precision across varied terrain and conditions.<\/p>\n<p>The model achieved a mean IoU of 87.5%, with inference times under 250ms per frame, enabling truly near-real-time analysis. This latency aligns with performance standards for spatiotemporal models used in activity recognition, which often operate in the <a href=\"https:\/\/openaccess.thecvf.com\/content_cvpr_2018\/papers\/Tran_A_Closer_Look_CVPR_2018_paper.pdf\" target=\"_blank\" rel=\"noopener nofollow\">200\u2013300\u202fms<\/a> range due to the added complexity of sequential frame analysis. Integration with SkyCatch\u2019s existing infrastructure was completed without disruption, aided by containerized deployment and cloud-based scalability.<\/p>\n<p>Manual review time for video footage was reduced by over 70%, significantly accelerating reporting cycles and improving on-site decision-making. The architecture was designed to support scalable rollout across multiple environments, allowing for efficient extension as needed.<\/p>\n<p>The delivered solution reduced the need for manual review, accelerated reporting cycles, and enhanced the quality of insights available to on-site teams. Following deployment, internal teams reported improved situational awareness, faster anomaly detection, and smoother coordination across project phases.<\/p>\n\n        <span class=\"img-container\">\n            <picture class=\"open-picture\" style=\"filter: grayscale(0)\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_review_small.webp\" type=\"image\/webp\">\n                <source media=\"(max-width: 500px)\" srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_review_small.jpg\" type=\"image\/jpg\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_review.webp\" type=\"image\/webp\">\n                <source srcset=\"\/wp-content\/uploads\/2025\/08\/skycatch_review.jpg\" type=\"image\/jpg\">\n                <img loading=\"lazy\" decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/skycatch_review.jpg\" width=\"640\" height=\"357\" alt=\"Graphic designer with tattoos working at a desk with a digital tablet and computer. testimonial\" title=\"\">\n            <\/picture>\n        <\/span>\n    \n<h3>Highlights:<\/h3>\n<ul>\n<li>Real-time detection of site activities from drone video, with high model precision across diverse conditions.<\/li>\n<li>Seamless integration through containerized deployment and AWS infrastructure.<\/li>\n<li>Enhanced project visibility and reduced manual workload through automated reporting features.<\/li>\n<\/ul>\n<h3>Key takeaways<\/h3>\n<div class=\"table-container\">\n<table style=\"width: 100%; border-collapse: collapse;\">\n<thead>\n<tr>\n<th><b>Category<\/b><\/th>\n<th><b>Detail<\/b><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><b>Client<\/b><\/td>\n<td>SkyCatch, Inc., a drone tech company based in San Francisco with a focus on the construction, mining, and energy sectors<\/td>\n<\/tr>\n<tr>\n<td><b>Challenge<\/b><\/td>\n<td>Needed real-time activity detection from drone video in diverse environments, with minimal latency and high model accuracy<\/td>\n<\/tr>\n<tr>\n<td><b>Goals<\/b><\/td>\n<td>Build a scalable, cloud-ready AI system for scene interpretation and equipment activity recognition in real time<\/td>\n<\/tr>\n<tr>\n<td><b>Tech Stack<\/b><\/td>\n<td>Keras, TensorFlow, AWS p2.xlarge, Docker, RCNN, Faster RCNN, YOLO with LSTM extensions<\/td>\n<\/tr>\n<tr>\n<td><b>Key Features<\/b><\/td>\n<td>Object tracking, temporal activity detection, containerized deployment, seamless integration with drone data pipeline<\/td>\n<\/tr>\n<tr>\n<td><b>Deployment<\/b><\/td>\n<td>Docker-based solution optimized for cloud infrastructure, enabling smooth rollout across client environments<\/td>\n<\/tr>\n<tr>\n<td><b>Outcome<\/b><\/td>\n<td>Real-time detection system successfully integrated, reduced manual review, improved reporting speed, and enhanced site visibility<\/td>\n<\/tr>\n<tr>\n<td><b>Impact<\/b><\/td>\n<td>Increased situational awareness, faster anomaly detection, and improved coordination across construction projects<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2>What\u2019s next?<\/h2>\n<p>With a functional AI pipeline now embedded into their platform, SkyCatch is exploring new ways to extend activity recognition beyond construction into other industrial sectors such as mining and energy. Future development will focus on expanding the range of detectable activities, incorporating more advanced scene understanding, and refining the system\u2019s performance in low-visibility conditions.<\/p>\n<p>Collaboration is set to continue with an emphasis on improving model generalization and integrating additional data sources such as LiDAR and thermal imagery. There are also plans to enhance post-processing analytics, providing clients with raw detection data and actionable recommendations. The partnership is evolving into an ongoing R&#038;D effort focused on long-term innovation and product advancement.<\/p>\n<p>Looking to integrate real-time video intelligence into your operations? Leverage our experience in developing high-performance computer vision systems. Get in touch to discuss how we can help you build tailored AI solutions that understand the world in motion. Contact DevsData LLC today at\u202f<a href=\"mailto:general@devsdata.com\" target=\"_blank\" rel=\"noopener\">general@devsdata.com<\/a> or head to\u202f<a href=\"\/\" target=\"_blank\" rel=\"noopener\">www.devsdata.com<\/a>.<br \/>\n\n        <section class=\"author_section_container\">\n            \n            <p class=\"contact_on_twitter\">\n                Any questions or comments? Let me know on \n                <a href=\"https:\/\/twitter.com\/tompotanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Twitter\/X<\/a>.\n            <\/p> \n        \n            <div class=\"schedule-consultation\">\n                <div class=\"block-contact\">\n                    <p>Discover how IT recruitment and staffing can address your talent needs. Explore trending regions \n        like Poland, Portugal, Mexico, Brazil and more. <\/p>\n                <\/div>\n                <div class=\"contact-us-show schedule-consultation-button\">\n                    \ud83d\uddd3\ufe0f\n                    <span>Schedule a consultation<\/span>\n                <\/div>\n            <\/div>\n            <div class=\"author_section\">\n                <div class=\"author_photo_container\">\n                    <picture>\n                        <source srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.webp\" type=\"image\/webp\"> \n                        <source srcset=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\" type=\"image\/jpeg\">\n                        <img decoding=\"async\" class=\"avatar lazyload\" width=\"64\" height=\"64\" src=\"https:\/\/devsdata.com\/wp-content\/uploads\/2024\/11\/tompotanski-new-min.jpg\" alt=\"avatar\" loading=\"lazy\" title=\"Tom Potanski\" >\n                    <\/picture>\n                    <a class=\"read_full_bio\" href=\"\/author\/tom-potanski\/\" aria-label=\"Read more from Tom Potanski\">Read full bio<\/a>\n                <\/div>\n                <div class=\"author_info_container\">\n                    <div class=\"author_info\" data-role=\"Author\">\n                        <h4 id=\"author_title\">\n                            <a href=\"\/author\/tom-potanski\/\" aria-label=\"Read more from Tom Potanski\">Tom Potanski<\/a>\n                            <span class=\"position\">Managing Director<\/span>\n                        <\/h4>\n                    <\/div>\n                <\/div>\n                <div class=\"author_about\">\n                    <span>Passionate and experienced technology leader. Combining business and technology, helping American clients find exceptional technical talent in Europe and LatAm.<\/span>\n                    <div class=\"links\">\n                        <ul class=\"author_socials\">\n            <li>\n                <a href=\"https:\/\/www.linkedin.com\/in\/tompotanski\/\" aria-label=\"Check out Tom Potanski on LinkedIn\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg version=\"1.0\" fill=\"currentColor\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\" aria-hidden=\"true\">\n                        <g id=\"linkedin5_layer\">\n                            <path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\" data-hs-event-238572417=\"1\"><\/path>\n                        <\/g>\n                    <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/twitter.com\/tompotanski\" aria-label=\"Check out Tom Potanski on Twitter\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg viewBox=\"0 0 512 512\" class=\"scriptlesssocialsharing__icon twitter\" fill=\"currentColor\" height=\"1em\" width=\"1em\" aria-hidden=\"true\" focusable=\"false\" role=\"img\">\n                        <path d=\"M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"><\/path>\n                    <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/www.crunchbase.com\/person\/tom-potanski\" aria-label=\"Check out Tom Potanski on Chrunchbase\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"currentColor\" width=\"800px\" height=\"800px\" viewBox=\"0 0 24 24\" role=\"img\">\n                        <title>Crunchbase icon<\/title>\n                        <path d=\"M21.6 0H2.4A2.41 2.41 0 0 0 0 2.4v19.2A2.41 2.41 0 0 0 2.4 24h19.2a2.41 2.41 0 0 0 2.4-2.4V2.4A2.41 2.41 0 0 0 21.6 0zM7.045 14.465A2.11 2.11 0 0 0 9.84 13.42h1.66a3.69 3.69 0 1 1 0-1.75H9.84a2.11 2.11 0 1 0-2.795 2.795zm11.345.845a3.55 3.55 0 0 1-1.06.63 3.68 3.68 0 0 1-3.39-.38v.38h-1.51V5.37h1.5v4.11a3.74 3.74 0 0 1 1.8-.63H16a3.67 3.67 0 0 1 2.39 6.46zm-.223-2.766a2.104 2.104 0 1 1-4.207 0 2.104 2.104 0 0 1 4.207 0z\"\/>\n                    <\/svg>\n                <\/a>\n            <\/li>\n            <li>\n                <a href=\"https:\/\/medium.com\/@tompotanski\" aria-label=\"Check out Tom Potanski on Medium\" target=\"_blank\" rel=\"nofollow noreferrer noopener\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"800px\" height=\"800px\" viewBox=\"0 -55 256 256\" version=\"1.1\" preserveAspectRatio=\"xMidYMid\">\n                        <g>\n                            <path d=\"M72.2009141,1.42108547e-14 C112.076502,1.42108547e-14 144.399375,32.5485469 144.399375,72.6964154 C144.399375,112.844284 112.074049,145.390378 72.2009141,145.390378 C32.327779,145.390378 0,112.844284 0,72.6964154 C0,32.5485469 32.325326,1.42108547e-14 72.2009141,1.42108547e-14 Z M187.500628,4.25836743 C207.438422,4.25836743 223.601085,34.8960455 223.601085,72.6964154 L223.603538,72.6964154 C223.603538,110.486973 207.440875,141.134463 187.503081,141.134463 C167.565287,141.134463 151.402624,110.486973 151.402624,72.6964154 C151.402624,34.9058574 167.562834,4.25836743 187.500628,4.25836743 Z M243.303393,11.3867175 C250.314,11.3867175 256,38.835526 256,72.6964154 C256,106.547493 250.316453,134.006113 243.303393,134.006113 C236.290333,134.006113 230.609239,106.554852 230.609239,72.6964154 C230.609239,38.837979 236.292786,11.3867175 243.303393,11.3867175 Z\" fill=\"currentColor\"><\/path>\n                        <\/g>\n                    <\/svg>    \n                <\/a>\n            <\/li><\/ul>\n                        <a class=\"recruitment_link\" href=\"\/recruitment\/\" target=\"_blank\" rel=\"noopener noreferrer\">\n                            Read more about our IT staffing services\n                            <svg width=\"20\" height=\"20\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"https:\/\/www.w3.org\/2000\/svg\">\n                                <path d=\"M5 12H19\" stroke=\"#000\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path>\n                                <path d=\"M12 5L19 12L12 19\" stroke=\"#000\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><\/path>\n                            <\/svg>\n                        <\/a>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"tags-author \">\n                \n            <\/div>\n        <\/section>\n    <br \/>\n\n        <script>\n            document.addEventListener(\"DOMContentLoaded\", function() {\n                function debounceMessagePopUp(func, timeout = 300) {\n                    let timer;\n                    return (...args) => {\n                        clearTimeout(timer);\n                        timer = setTimeout(() => {\n                            func.apply(this, args);\n                        }, timeout);\n                    };\n                }\n\n                const toastPopUp = document.getElementById(\"copy-toast-meet-us\");\n                const copyEmailPopButtons = document.querySelectorAll(\".copy-email-button-meet-us\");\n\n                const debouncedMessagePopUp = debounceMessagePopUp(() => toastPopUp.classList.remove(\"toast-active\"), 2000);\n\n                for (let i = 0; i < copyEmailPopButtons.length; i++) {\n                    copyEmailPopButtons[i].addEventListener(\"click\", () => copyEmailFunctionPopUp(copyEmailPopButtons[i]));\n                }\n\n                function copyEmailFunctionPopUp(button) {\n                    navigator.clipboard.writeText(button.previousElementSibling.innerHTML);\n                    toastPopUp.querySelector(\"span\").innerHTML = \"Email copied\";\n                    toastPopUp.classList.add(\"toast-active\");\n                    debouncedMessagePopUp();\n                }\n        })\n<\/script>\n<br \/>\n<\/section>\n","protected":false},"author":1,"featured_media":0,"template":"","class_list":["post-149982","case_study","type-case_study","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/case_study\/149982","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/case_study"}],"about":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/types\/case_study"}],"author":[{"embeddable":true,"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/users\/1"}],"wp:attachment":[{"href":"https:\/\/devsdata.com\/de\/wp-json\/wp\/v2\/media?parent=149982"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}