{"id":400,"date":"2026-09-15T09:15:00","date_gmt":"2026-09-15T13:15:00","guid":{"rendered":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/"},"modified":"2026-09-15T09:15:00","modified_gmt":"2026-09-15T13:15:00","slug":"health-ai-pilots-failure-criteria","status":"publish","type":"post","link":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/","title":{"rendered":"Why Health AI Pilots Need Failure Criteria"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Health AI pilots often lead with a success metric: faster documentation, higher engagement, fewer clicks, or a strong model score. Those measures are incomplete unless the pilot also defines unacceptable behavior and what happens when it occurs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Failure criteria turn principles into operating decisions. Before launch, a team should know which outputs require correction, which events require escalation, and what conditions pause or stop the pilot.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Accuracy is not one number<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A system can perform well on an average benchmark and still fail in a subgroup, omit a source, misstate uncertainty, or produce an output users misunderstand. Evaluation needs measures tied to intended use and the consequences of error.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The FDA&#8217;s 2025 draft guidance for AI-enabled device software emphasizes lifecycle risk management and monitoring for changes in performance.<sup>[1]<\/sup> A general-wellness information system is not automatically a medical device, but the discipline of intended use, traceability, and ongoing evaluation remains valuable.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Define the boundaries before the demonstration<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A pilot should state the user, inputs, output, prohibited uses, reviewer, and foreseeable misuse. For an information-organizing product, evaluation should focus on faithfulness, source identity, completeness, dates, correction, and whether the summary supports communication without implying diagnosis.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The U.S. Food and Drug Administration&#8217;s general-wellness guidance distinguishes low-risk wellness functions from functions intended for diagnosis, screening, monitoring, alerting, or disease management.<sup>[2]<\/sup> Product copy and interface behavior must stay consistent with the actual intended use.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Examples of failure criteria<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A pilot might fail if a summary invents a source, changes a medication name, omits a correction, hides conflicting evidence, presents inference as fact, exposes protected information, or encourages emergency delay. Other criteria may address subgroup performance, accessibility, correction time, or user overreading.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A stop rule is not an admission that innovation failed. It is evidence that the organization planned for learning rather than assuming every deployment would be safe.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The RTH takeaway<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A credible health AI pilot needs a claim boundary, evidence plan, human-review model, error taxonomy, escalation path, and stop conditions. SuperstarIQ is positioned as a consumer-directed general-wellness planning, information-organization, and communication-support system in development and validation. Its public-facing Source-Linked Evidence Summary should be evaluated for traceability and faithful organization\u2014not promoted as diagnosis, prediction, prevention, or clinical clearance.<\/p>\n\n\n\n<div class=\"wp-block-group rth-educational-note is-layout-flow wp-block-group-is-layout-flow\"><h2 class=\"wp-block-heading\">Educational note<\/h2><p class=\"wp-block-paragraph\">This article provides general education and does not provide medical advice, diagnosis, or treatment. Call 911 for a medical emergency and consult a qualified professional about personal symptoms, diagnoses, medication, or care decisions.<\/p><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Explore more<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/restartingtheheart.com\/superstariq\/\">SuperstarIQ<\/a> &nbsp;|&nbsp; <a href=\"https:\/\/restartingtheheart.com\/research-evidence\/\">Research and Evidence<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Sources and further reading<\/h2>\n\n\n\n<ol class=\"wp-block-list\"><li>U.S. Food and Drug Administration. <a href=\"https:\/\/www.fda.gov\/regulatory-information\/search-fda-guidance-documents\/artificial-intelligence-enabled-device-software-functions-lifecycle-management-and-marketing\" rel=\"noopener\">Artificial Intelligence Enabled Device Software Functions Lifecycle Management and Marketing Submission Recommendations<\/a>. 2025 draft.<\/li><li>U.S. Food and Drug Administration. <a href=\"https:\/\/www.fda.gov\/regulatory-information\/search-fda-guidance-documents\/general-wellness-policy-low-risk-devices\" rel=\"noopener\">General Wellness Policy for Low Risk Devices<\/a>. 2026.<\/li><li>National Institute of Standards and Technology. <a href=\"https:\/\/nvlpubs.nist.gov\/nistpubs\/ai\/NIST.AI.600-1.pdf\" rel=\"noopener\">Artificial Intelligence Risk Management Framework Generative AI Profile<\/a>. 2024.<\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>A health AI pilot should define what success looks like\u2014and what errors, harms, or workflow failures require correction, escalation, or a stop.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[63],"tags":[103,104,102,75,105,106],"class_list":["post-400","post","type-post","status-publish","format-standard","hentry","category-ai-digital-health","tag-ai-governance","tag-evaluation","tag-health-ai","tag-human-review","tag-rthbench","tag-superstariq"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Health AI Pilots Need Failure Criteria | RTH<\/title>\n<meta name=\"description\" content=\"A practical framework for defining failure criteria, human review, escalation, and evidence boundaries before a health AI pilot begins.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Health AI Pilots Need Failure Criteria | RTH\" \/>\n<meta property=\"og:description\" content=\"A practical framework for defining failure criteria, human review, escalation, and evidence boundaries before a health AI pilot begins.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/\" \/>\n<meta property=\"og:site_name\" content=\"Restarting The Heart\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-15T13:15:00+00:00\" \/>\n<meta name=\"author\" content=\"restartingtheheart-com-staging\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"restartingtheheart-com-staging\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/\"},\"author\":{\"name\":\"restartingtheheart-com-staging\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#\\\/schema\\\/person\\\/b67207a6e49ab3dd0428d22941e2d5e1\"},\"headline\":\"Why Health AI Pilots Need Failure Criteria\",\"datePublished\":\"2026-09-15T13:15:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/\"},\"wordCount\":465,\"publisher\":{\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#organization\"},\"keywords\":[\"AI governance\",\"evaluation\",\"health AI\",\"Human Review\",\"RTHBench\",\"SuperstarIQ\"],\"articleSection\":[\"AI &amp; Digital Health\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/\",\"url\":\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/\",\"name\":\"Health AI Pilots Need Failure Criteria | RTH\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#website\"},\"datePublished\":\"2026-09-15T13:15:00+00:00\",\"description\":\"A practical framework for defining failure criteria, human review, escalation, and evidence boundaries before a health AI pilot begins.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/health-ai-pilots-failure-criteria\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/restartingtheheart.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Why Health AI Pilots Need Failure Criteria\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#website\",\"url\":\"https:\\\/\\\/restartingtheheart.com\\\/\",\"name\":\"Restarting The Heart\",\"description\":\"Survivor-centered education, publishing, community impact, research, and responsible technology development.\",\"publisher\":{\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/restartingtheheart.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#organization\",\"name\":\"Restarting The Heart\",\"url\":\"https:\\\/\\\/restartingtheheart.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/restartingtheheart.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/RTH_LLC_Logo.png\",\"contentUrl\":\"https:\\\/\\\/restartingtheheart.com\\\/wp-content\\\/uploads\\\/2026\\\/09\\\/RTH_LLC_Logo.png\",\"width\":1254,\"height\":1254,\"caption\":\"Restarting The Heart\"},\"image\":{\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.instagram.com\\\/restartingtheheart\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/restartingtheheart.com\\\/#\\\/schema\\\/person\\\/b67207a6e49ab3dd0428d22941e2d5e1\",\"name\":\"restartingtheheart-com-staging\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2a7f45ed99d34eb2920a05a3fc8a33080e5846928470b9fc776fe4782d65a93f?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2a7f45ed99d34eb2920a05a3fc8a33080e5846928470b9fc776fe4782d65a93f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/2a7f45ed99d34eb2920a05a3fc8a33080e5846928470b9fc776fe4782d65a93f?s=96&d=mm&r=g\",\"caption\":\"restartingtheheart-com-staging\"},\"sameAs\":[\"https:\\\/\\\/restartingtheheart-com-staging.mystagingwebsite.com\"],\"url\":\"https:\\\/\\\/restartingtheheart.com\\\/author\\\/restartingtheheart-com-staging\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Health AI Pilots Need Failure Criteria | RTH","description":"A practical framework for defining failure criteria, human review, escalation, and evidence boundaries before a health AI pilot begins.","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:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/","og_locale":"en_US","og_type":"article","og_title":"Health AI Pilots Need Failure Criteria | RTH","og_description":"A practical framework for defining failure criteria, human review, escalation, and evidence boundaries before a health AI pilot begins.","og_url":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/","og_site_name":"Restarting The Heart","article_published_time":"2026-09-15T13:15:00+00:00","author":"restartingtheheart-com-staging","twitter_card":"summary_large_image","twitter_misc":{"Written by":"restartingtheheart-com-staging","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/#article","isPartOf":{"@id":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/"},"author":{"name":"restartingtheheart-com-staging","@id":"https:\/\/restartingtheheart.com\/#\/schema\/person\/b67207a6e49ab3dd0428d22941e2d5e1"},"headline":"Why Health AI Pilots Need Failure Criteria","datePublished":"2026-09-15T13:15:00+00:00","mainEntityOfPage":{"@id":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/"},"wordCount":465,"publisher":{"@id":"https:\/\/restartingtheheart.com\/#organization"},"keywords":["AI governance","evaluation","health AI","Human Review","RTHBench","SuperstarIQ"],"articleSection":["AI &amp; Digital Health"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/","url":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/","name":"Health AI Pilots Need Failure Criteria | RTH","isPartOf":{"@id":"https:\/\/restartingtheheart.com\/#website"},"datePublished":"2026-09-15T13:15:00+00:00","description":"A practical framework for defining failure criteria, human review, escalation, and evidence boundaries before a health AI pilot begins.","breadcrumb":{"@id":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/restartingtheheart.com\/health-ai-pilots-failure-criteria\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/restartingtheheart.com\/"},{"@type":"ListItem","position":2,"name":"Why Health AI Pilots Need Failure Criteria"}]},{"@type":"WebSite","@id":"https:\/\/restartingtheheart.com\/#website","url":"https:\/\/restartingtheheart.com\/","name":"Restarting The Heart","description":"Survivor-centered education, publishing, community impact, research, and responsible technology development.","publisher":{"@id":"https:\/\/restartingtheheart.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/restartingtheheart.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/restartingtheheart.com\/#organization","name":"Restarting The Heart","url":"https:\/\/restartingtheheart.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/restartingtheheart.com\/#\/schema\/logo\/image\/","url":"https:\/\/restartingtheheart.com\/wp-content\/uploads\/2026\/09\/RTH_LLC_Logo.png","contentUrl":"https:\/\/restartingtheheart.com\/wp-content\/uploads\/2026\/09\/RTH_LLC_Logo.png","width":1254,"height":1254,"caption":"Restarting The Heart"},"image":{"@id":"https:\/\/restartingtheheart.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.instagram.com\/restartingtheheart\/"]},{"@type":"Person","@id":"https:\/\/restartingtheheart.com\/#\/schema\/person\/b67207a6e49ab3dd0428d22941e2d5e1","name":"restartingtheheart-com-staging","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/2a7f45ed99d34eb2920a05a3fc8a33080e5846928470b9fc776fe4782d65a93f?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/2a7f45ed99d34eb2920a05a3fc8a33080e5846928470b9fc776fe4782d65a93f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/2a7f45ed99d34eb2920a05a3fc8a33080e5846928470b9fc776fe4782d65a93f?s=96&d=mm&r=g","caption":"restartingtheheart-com-staging"},"sameAs":["https:\/\/restartingtheheart-com-staging.mystagingwebsite.com"],"url":"https:\/\/restartingtheheart.com\/author\/restartingtheheart-com-staging\/"}]}},"jetpack_likes_enabled":false,"jetpack-related-posts":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/posts\/400","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/comments?post=400"}],"version-history":[{"count":0,"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/posts\/400\/revisions"}],"wp:attachment":[{"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/media?parent=400"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/categories?post=400"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/restartingtheheart.com\/wp-json\/wp\/v2\/tags?post=400"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}