{"id":1875,"date":"2025-07-14T23:10:28","date_gmt":"2025-07-14T23:10:28","guid":{"rendered":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875"},"modified":"2025-10-13T23:19:59","modified_gmt":"2025-10-13T23:19:59","slug":"onservicemd-automated-scheduling-using-ai-for-physician-and-app-scheduling","status":"publish","type":"post","link":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875","title":{"rendered":"OnServiceMD Automated Scheduling &#8211; Using AI for Physician and APP Scheduling"},"content":{"rendered":"<p>While the world of Artificial Intelligence is moving forward at warp speeds, scheduling systems have appeared slow to integrate some of the capabilities of AI into their platforms.\u00a0 At OnServiceMD, working with incredibly powerful open source tools, we have engaged AI to solve some of our most puzzling problems &#8211; making an optimal schedule.\u00a0 Many rule based systems are available where multiple rules need to be designed, tested, and iterated to figure out a schedule that works for a particular service.\u00a0 But does that approach create an optimal solution?\u00a0 OnServiceMD took a different approach to automated scheduling by leveraging Google OR-Tools for solving the complex problem of scheduling optimization.\u00a0 By understanding common patterns that services use to schedule providers, OnServiceMD deploys AI to make schedules which make sense and which consider the scheduling program for any given block broadly.\u00a0 This birds-eye approach to scheduling ensures that a balanced schedule is developed and deployed.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>While the world of Artificial Intelligence is moving forward at warp speeds, scheduling systems have appeared slow to integrate some of the capabilities of AI into their platforms.\u00a0 At OnServiceMD, working with incredibly powerful open source tools, we have engaged AI to solve some of our most puzzling problems &#8211; making an optimal schedule.\u00a0 Many rule based systems are available where multiple rules need to be designed, tested, and iterated to figure out a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1875","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>OnServiceMD Automated Scheduling - Using AI for Physician and APP Scheduling - OnServiceMD<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"OnServiceMD Automated Scheduling - Using AI for Physician and APP Scheduling - OnServiceMD\" \/>\n<meta property=\"og:description\" content=\"While the world of Artificial Intelligence is moving forward at warp speeds, scheduling systems have appeared slow to integrate some of the capabilities of AI into their platforms.\u00a0 At OnServiceMD, working with incredibly powerful open source tools, we have engaged AI to solve some of our most puzzling problems &#8211; making an optimal schedule.\u00a0 Many rule based systems are available where multiple rules need to be designed, tested, and iterated to figure out a [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875\" \/>\n<meta property=\"og:site_name\" content=\"OnServiceMD\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.linkedin.com\/company\/onservicemd\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-14T23:10:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-10-13T23:19:59+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875#article\",\"isPartOf\":{\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/person\/2862516d56aea24bd8df898fa24f47b0\"},\"headline\":\"OnServiceMD Automated Scheduling &#8211; Using AI for Physician and APP Scheduling\",\"datePublished\":\"2025-07-14T23:10:28+00:00\",\"dateModified\":\"2025-10-13T23:19:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875\"},\"wordCount\":164,\"publisher\":{\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#organization\"},\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875\",\"url\":\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875\",\"name\":\"OnServiceMD Automated Scheduling - Using AI for Physician and APP Scheduling - OnServiceMD\",\"isPartOf\":{\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#website\"},\"datePublished\":\"2025-07-14T23:10:28+00:00\",\"dateModified\":\"2025-10-13T23:19:59+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/?p=1875#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/onservicesolutions.com\/wordpress\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"OnServiceMD Automated Scheduling &#8211; Using AI for Physician and APP Scheduling\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#website\",\"url\":\"https:\/\/onservicesolutions.com\/wordpress\/\",\"name\":\"OnServiceMD\",\"description\":\"The Hospitalist Scheduling and Workflow Software\",\"publisher\":{\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/onservicesolutions.com\/wordpress\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#organization\",\"name\":\"OnServiceMD\",\"url\":\"https:\/\/onservicesolutions.com\/wordpress\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/onservicesolutions.com\/wordpress\/wp-content\/uploads\/2024\/03\/logo_onservicemd.png\",\"contentUrl\":\"https:\/\/onservicesolutions.com\/wordpress\/wp-content\/uploads\/2024\/03\/logo_onservicemd.png\",\"width\":352,\"height\":66,\"caption\":\"OnServiceMD\"},\"image\":{\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/onservicemd\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/person\/2862516d56aea24bd8df898fa24f47b0\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/b9a70e957998206291b0da3bae90c68dfafdfdad9c4d7b73b1c06f9b1266be49?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/b9a70e957998206291b0da3bae90c68dfafdfdad9c4d7b73b1c06f9b1266be49?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"url\":\"https:\/\/onservicesolutions.com\/wordpress\/?author=1\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"OnServiceMD Automated Scheduling - Using AI for Physician and APP Scheduling - OnServiceMD","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875","og_locale":"en_US","og_type":"article","og_title":"OnServiceMD Automated Scheduling - Using AI for Physician and APP Scheduling - OnServiceMD","og_description":"While the world of Artificial Intelligence is moving forward at warp speeds, scheduling systems have appeared slow to integrate some of the capabilities of AI into their platforms.\u00a0 At OnServiceMD, working with incredibly powerful open source tools, we have engaged AI to solve some of our most puzzling problems &#8211; making an optimal schedule.\u00a0 Many rule based systems are available where multiple rules need to be designed, tested, and iterated to figure out a [&hellip;]","og_url":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875","og_site_name":"OnServiceMD","article_publisher":"https:\/\/www.linkedin.com\/company\/onservicemd","article_published_time":"2025-07-14T23:10:28+00:00","article_modified_time":"2025-10-13T23:19:59+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875#article","isPartOf":{"@id":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875"},"author":{"name":"admin","@id":"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/person\/2862516d56aea24bd8df898fa24f47b0"},"headline":"OnServiceMD Automated Scheduling &#8211; Using AI for Physician and APP Scheduling","datePublished":"2025-07-14T23:10:28+00:00","dateModified":"2025-10-13T23:19:59+00:00","mainEntityOfPage":{"@id":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875"},"wordCount":164,"publisher":{"@id":"https:\/\/onservicesolutions.com\/wordpress\/#organization"},"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875","url":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875","name":"OnServiceMD Automated Scheduling - Using AI for Physician and APP Scheduling - OnServiceMD","isPartOf":{"@id":"https:\/\/onservicesolutions.com\/wordpress\/#website"},"datePublished":"2025-07-14T23:10:28+00:00","dateModified":"2025-10-13T23:19:59+00:00","breadcrumb":{"@id":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/onservicesolutions.com\/wordpress\/?p=1875"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/onservicesolutions.com\/wordpress\/?p=1875#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/onservicesolutions.com\/wordpress\/"},{"@type":"ListItem","position":2,"name":"OnServiceMD Automated Scheduling &#8211; Using AI for Physician and APP Scheduling"}]},{"@type":"WebSite","@id":"https:\/\/onservicesolutions.com\/wordpress\/#website","url":"https:\/\/onservicesolutions.com\/wordpress\/","name":"OnServiceMD","description":"The Hospitalist Scheduling and Workflow Software","publisher":{"@id":"https:\/\/onservicesolutions.com\/wordpress\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/onservicesolutions.com\/wordpress\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/onservicesolutions.com\/wordpress\/#organization","name":"OnServiceMD","url":"https:\/\/onservicesolutions.com\/wordpress\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/logo\/image\/","url":"https:\/\/onservicesolutions.com\/wordpress\/wp-content\/uploads\/2024\/03\/logo_onservicemd.png","contentUrl":"https:\/\/onservicesolutions.com\/wordpress\/wp-content\/uploads\/2024\/03\/logo_onservicemd.png","width":352,"height":66,"caption":"OnServiceMD"},"image":{"@id":"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/onservicemd"]},{"@type":"Person","@id":"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/person\/2862516d56aea24bd8df898fa24f47b0","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/onservicesolutions.com\/wordpress\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b9a70e957998206291b0da3bae90c68dfafdfdad9c4d7b73b1c06f9b1266be49?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b9a70e957998206291b0da3bae90c68dfafdfdad9c4d7b73b1c06f9b1266be49?s=96&d=mm&r=g","caption":"admin"},"url":"https:\/\/onservicesolutions.com\/wordpress\/?author=1"}]}},"_links":{"self":[{"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1875","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1875"}],"version-history":[{"count":2,"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1875\/revisions"}],"predecessor-version":[{"id":1877,"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1875\/revisions\/1877"}],"wp:attachment":[{"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1875"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1875"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/onservicesolutions.com\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1875"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}