{"id":26125,"date":"2024-12-19T09:49:28","date_gmt":"2024-12-19T09:49:28","guid":{"rendered":"https:\/\/crmmonks.com\/qraie\/?page_id=26125"},"modified":"2025-02-03T10:58:20","modified_gmt":"2025-02-03T10:58:20","slug":"predictive-demand-and-behavioral-analysis","status":"publish","type":"page","link":"https:\/\/crmmonks.com\/qraie\/predictive-demand-and-behavioral-analysis\/","title":{"rendered":"Predictive Demand and Behavioral Analysis"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" width=\"226\" height=\"57\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2025\/02\/QRaie_Logo.png\" alt=\"\" \/><br \/>\n\t\t\t\t\tMenu<br \/>\n\t\t\t\t\t\t<svg aria-hidden=\"true\"  viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M432 416H16a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h416a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-128H16a16 16 0 0 0-16 16v32a16 16 0 0 0 16 16h416a16 16 0 0 0 16-16v-32a16 16 0 0 0-16-16zm0-128H16a16 16 0 0 0-16 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\"hfe-sub-menu-item\">Manufacturing Solutions<\/a><\/li>\n<li id=\"menu-item-27555\"><a href=\"https:\/\/crmmonks.com\/qraie\/healthcare-and-life-sciences-solutions\/\" class = \"hfe-sub-menu-item\">Healthcare and Life Sciences Solutions<\/a><\/li>\n<li id=\"menu-item-27554\"><a href=\"https:\/\/crmmonks.com\/qraie\/energy-and-utilities-solutions\/\" class = \"hfe-sub-menu-item\">Energy and Utilities Solutions<\/a><\/li>\n<li id=\"menu-item-27553\"><a href=\"https:\/\/crmmonks.com\/qraie\/communications-solutions\/\" class = \"hfe-sub-menu-item\">Communications Solutions<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/nav>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"391\" height=\"373\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/home-about-sec-image-1-.png\" alt=\"\" srcset=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/home-about-sec-image-1-.png 391w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/home-about-sec-image-1--300x286.png 300w\" sizes=\"auto, (max-width: 391px) 100vw, 391px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"444\" height=\"463\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2022\/11\/home-about-sec-image.jpg\" alt=\"\" srcset=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2022\/11\/home-about-sec-image.jpg 444w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2022\/11\/home-about-sec-image-288x300.jpg 288w\" sizes=\"auto, (max-width: 444px) 100vw, 444px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2022\/11\/home-about-sec-image-2.jpg\" title=\"home-about-sec-image\" alt=\"home-about-sec-image\" loading=\"lazy\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"114\" height=\"115\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/home-about-sec-image-3-.png\" alt=\"\" srcset=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/home-about-sec-image-3-.png 114w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/home-about-sec-image-3--100x100.png 100w\" sizes=\"auto, (max-width: 114px) 100vw, 114px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<h6>Stay Ahead with Predictive Analytics<\/h6>\n<h2>Predictive Demand and Behavioral Analysis<\/h2>\n<p>QRaie\u2019s predictive demand and behavioral analysis services harness AI to help transit agencies understand future demand and traveler behavior. By analyzing data patterns, our solutions improve resource allocation and service delivery.<\/p>\n<h4>Benefits<\/h4>\n<ul>\n<li>\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 48c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m140.204 130.267l-22.536-22.718c-4.667-4.705-12.265-4.736-16.97-.068L215.346 303.697l-59.792-60.277c-4.667-4.705-12.265-4.736-16.97-.069l-22.719 22.536c-4.705 4.667-4.736 12.265-.068 16.971l90.781 91.516c4.667 4.705 12.265 4.736 16.97.068l172.589-171.204c4.704-4.668 4.734-12.266.067-16.971z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tReduce operational waste by 20-30%.\n\t\t\t\t\t\t\t\t\t<\/li>\n<li>\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 48c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m140.204 130.267l-22.536-22.718c-4.667-4.705-12.265-4.736-16.97-.068L215.346 303.697l-59.792-60.277c-4.667-4.705-12.265-4.736-16.97-.069l-22.719 22.536c-4.705 4.667-4.736 12.265-.068 16.971l90.781 91.516c4.667 4.705 12.265 4.736 16.97.068l172.589-171.204c4.704-4.668 4.734-12.266.067-16.971z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tEnhance rider satisfaction with tailored services.\n\t\t\t\t\t\t\t\t\t<\/li>\n<li>\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm0 48c110.532 0 200 89.451 200 200 0 110.532-89.451 200-200 200-110.532 0-200-89.451-200-200 0-110.532 89.451-200 200-200m140.204 130.267l-22.536-22.718c-4.667-4.705-12.265-4.736-16.97-.068L215.346 303.697l-59.792-60.277c-4.667-4.705-12.265-4.736-16.97-.069l-22.719 22.536c-4.705 4.667-4.736 12.265-.068 16.971l90.781 91.516c4.667 4.705 12.265 4.736 16.97.068l172.589-171.204c4.704-4.668 4.734-12.266.067-16.971z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tProvide data-driven insights for strategic planning.\n\t\t\t\t\t\t\t\t\t<\/li>\n<\/ul>\n<h3>Core Capabilities<\/h3>\n<figure><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2025\/01\/economic-growth_18096721.png\" alt=\"\" \/><\/figure>\n<h4>Travel Demand Forecasting<\/h4>\n<p>Predict transportation needs for specific routes, days, and times using historical and live data.<\/p>\n<figure><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2025\/01\/analysis_11031496.png\" alt=\"\" \/><\/figure>\n<h4>Behavioral Insights<\/h4>\n<p>Analyze passenger preferences, travel trends, and feedback to design user-friendly transit solutions.<\/p>\n<figure><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2025\/01\/sprint_3316864.png\" alt=\"\" \/><\/figure>\n<h4>Dynamic Scheduling<\/h4>\n<p>Adjust transit schedules dynamically to align with predicted demand, avoiding over- or under-utilized services.<\/p>\n<h3>Use Cases<\/h3>\n<style>{{WRAPPER}} h4.elementor-heading-title { color: #000000; }<\/style>\n<p>\t\t\t\t\t\t\t<a href=\"https:\/\/crmmonks.com\/qraie\/case_study\/city-planners-designing-future-transit-systems\/\"><\/p>\n<figure>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/Intercity-Transit.png\"><br \/>\n\t\t\t\t\t\t\t\t<\/figure>\n<h4>City Planners Designing Future Transit Systems<\/h4>\n<\/p>\n<p>\t\t\t\t\t\t\t\t\t\tLearn More<br \/>\n\t\t\t\t\t\t\t<\/a><br \/>\n\t\t\t\t\t\t\t<a href=\"https:\/\/crmmonks.com\/qraie\/case_study\/rideshare-platforms-forecasting-demand-surges\/\"><\/p>\n<figure>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/Intercity-Transit.png\"><br \/>\n\t\t\t\t\t\t\t\t<\/figure>\n<h4>Rideshare Platforms Forecasting Demand Surges<\/h4>\n<\/p>\n<p>\t\t\t\t\t\t\t\t\t\tLearn More<br \/>\n\t\t\t\t\t\t\t<\/a><br \/>\n\t\t\t\t\t\t\t<a href=\"https:\/\/crmmonks.com\/qraie\/case_study\/public-transit-agencies-planning-peak-hour-service\/\"><\/p>\n<figure>\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/Intercity-Transit.png\"><br \/>\n\t\t\t\t\t\t\t\t<\/figure>\n<h4>Public Transit Agencies Planning Peak-hour Service<\/h4>\n<\/p>\n<p>\t\t\t\t\t\t\t\t\t\tLearn More<br \/>\n\t\t\t\t\t\t\t<\/a><\/p>\n<h2>Empowering The Future With AI.<\/h2>\n<p>\t\t\tStates<br \/>\n\t\t\t\t0<br \/>\n\t\t\t\t+<br \/>\n\t\t\tCities<br \/>\n\t\t\t\t0<br \/>\n\t\t\t\tK+<br \/>\n\t\t\tYears of Experience<br \/>\n\t\t\t\t0<br \/>\n\t\t\t\t+<br \/>\n\t\t\tAward Winner<br \/>\n\t\t\t\tINC 500<br \/>\n\t\t\t\t0<br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"591\" height=\"617\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/get-started-design-element-.png\" alt=\"\" srcset=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/get-started-design-element-.png 591w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/get-started-design-element--287x300.png 287w\" sizes=\"auto, (max-width: 591px) 100vw, 591px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"4001\" height=\"4001\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution.png\" alt=\"\" srcset=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution.png 4001w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-300x300.png 300w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-1024x1024.png 1024w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-150x150.png 150w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-768x768.png 768w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-1536x1536.png 1536w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-2048x2048.png 2048w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-600x600.png 600w, https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2024\/12\/smart_solution-100x100.png 100w\" sizes=\"auto, (max-width: 4001px) 100vw, 4001px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<h3>Why Choose QRaie?<\/h3>\n<p>With proven results in traffic management, our AI solutions are trusted by governments and transit authorities to optimize urban mobility.<\/p>\n<p>\t\t\t\t\t<a  href=\"https:\/\/designingmedia.com\/artelligence\/about-06\/?view=home-06\">Discover More<\/a><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/designingmedia.com\/artelligence\/home-06\/?view=home-06\"><br \/>\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"218\" height=\"57\" src=\"https:\/\/crmmonks.com\/qraie\/wp-content\/uploads\/2023\/11\/home-06-footer0logo.png\" alt=\"\" \/>\t\t\t\t\t\t\t\t<\/a><br \/>\n\t\tRuis aute irure dolor in reprehenderit in volu velit ese ciu nulla pariatur excepteur sint oc aecat curidatat nona&#8230;<br \/>\n\t\t\t\t\t<a href=\"http:\/\/www.facebook.com\" target=\"_blank\"><br \/>\n\t\t\t\t\t\tFacebook-f<br \/>\n\t\t\t\t\t\t<svg viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M279.14 288l14.22-92.66h-88.91v-60.13c0-25.35 12.42-50.06 52.24-50.06h40.42V6.26S260.43 0 225.36 0c-73.22 0-121.08 44.38-121.08 124.72v70.62H22.89V288h81.39v224h100.17V288z\"><\/path><\/svg>\t\t\t\t\t<\/a><br \/>\n\t\t\t\t\t<a href=\"http:\/\/www.twitter.com\" target=\"_blank\"><br \/>\n\t\t\t\t\t\tTwitter<br \/>\n\t\t\t\t\t\t<svg viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z\"><\/path><\/svg>\t\t\t\t\t<\/a><br \/>\n\t\t\t\t\t<a href=\"http:\/\/www.linkedin.com\" target=\"_blank\"><br \/>\n\t\t\t\t\t\tLinkedin-in<br \/>\n\t\t\t\t\t\t<svg viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 0 1 107.58 0c0 29.7-24.1 54.3-53.79 54.3zM447.9 448h-92.68V302.4c0-34.7-.7-79.2-48.29-79.2-48.29 0-55.69 37.7-55.69 76.7V448h-92.78V148.9h89.08v40.8h1.3c12.4-23.5 42.69-48.3 87.88-48.3 94 0 111.28 61.9 111.28 142.3V448z\"><\/path><\/svg>\t\t\t\t\t<\/a><\/p>\n<h4>Useful Links<\/h4>\n<ul>\n<li>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/designingmedia.com\/artelligence\/home-06\/?view=home-06\"><br \/>\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 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101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tProjects<br \/>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n<li>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/designingmedia.com\/artelligence\/contact-06\/?view=home-06\"><br \/>\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tContact us<br \/>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n<\/ul>\n<h4>Our Services<\/h4>\n<ul>\n<li>\n\t\t\t\t\t\t\t\t\t\t\t<a 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101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tEducation &#038; Science<br \/>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n<li>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/designingmedia.com\/artelligence\/services-06\/?view=home-06\"><br \/>\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M285.476 272.971L91.132 467.314c-9.373 9.373-24.569 9.373-33.941 0l-22.667-22.667c-9.357-9.357-9.375-24.522-.04-33.901L188.505 256 34.484 101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tMachine Learning<br \/>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n<li>\n\t\t\t\t\t\t\t\t\t\t\t<a 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101.255c-9.335-9.379-9.317-24.544.04-33.901l22.667-22.667c9.373-9.373 24.569-9.373 33.941 0L285.475 239.03c9.373 9.372 9.373 24.568.001 33.941z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\tData Security<br \/>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n<\/ul>\n<h4>Contact us<\/h4>\n<ul>\n<li>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"tel:+61%203%208376%206284\"><br \/>\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M493.4 24.6l-104-24c-11.3-2.6-22.9 3.3-27.5 13.9l-48 112c-4.2 9.8-1.4 21.3 6.9 28l60.6 49.6c-36 76.7-98.9 140.5-177.2 177.2l-49.6-60.6c-6.8-8.3-18.2-11.1-28-6.9l-112 48C3.9 366.5-2 378.1.6 389.4l24 104C27.1 504.2 36.7 512 48 512c256.1 0 464-207.5 464-464 0-11.2-7.7-20.9-18.6-23.4z\"><\/path><\/svg><br \/>\n\t\t\t\t\t\t\t\t\t\t+61 3 8376 6284<br \/>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n<li>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"mailto:Info@Artelligence.com\"><br \/>\n\t\t\t\t\t\t\t<svg 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