{"id":909,"date":"2026-11-01T17:37:44","date_gmt":"2026-11-01T16:37:44","guid":{"rendered":"https:\/\/aiolia.eu\/?page_id=909"},"modified":"2026-11-01T18:23:56","modified_gmt":"2026-11-01T17:23:56","slug":"portfolio-of-measures","status":"publish","type":"page","link":"https:\/\/aiolia.eu\/index.php\/portfolio-of-measures\/","title":{"rendered":"Portfolio of Measures"},"content":{"rendered":"\n<!--\nAIOLIA MEASURES PORTFOLIO \u2014 WORDPRESS CUSTOM HTML FRAGMENT\nSet the WordPress page title to \"Portfolio of Measures\".\nPaste this complete file into one Custom HTML block.\nIf your editor has separate CSS\/JavaScript panels, move the contents of\nthe marked style\/script sections to those panels, without their tags.\nThe theme supplies the page title, header, footer and fonts.\nSearch and filters are a progressive enhancement; if scripts are removed,\nall measures and the contents links remain available.\nSource: Portfolio of Measures_v13.docx. 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}\n  #aiolia-portfolio .amp-measure[hidden] { display: grid !important; }\n  #aiolia-portfolio .amp-measure { grid-template-columns: 7rem minmax(0, 1fr); break-inside: avoid; padding-block: .5rem; }\n  #aiolia-portfolio .amp-requirement-heading,\n  #aiolia-portfolio h3, #aiolia-portfolio h4 { break-after: avoid; }\n  #aiolia-portfolio .amp-requirement-number { background: none; color: #000; border: 1px solid #999; }\n  #aiolia-portfolio .amp-type { color: #000; background: none; border-color: #999; }\n  #aiolia-portfolio .amp-id { text-decoration: none; }\n}\n\n<\/style>\n<!-- END CSS -->\n<div id=\"aiolia-portfolio\" lang=\"en\">\n  <div id=\"amp-top\">\n    <p class=\"amp-subtitle\">To Implement AI Ethics Requirements<\/p>\n    <p class=\"amp-lead\">This Portfolio provides a non-exhaustive collection of technical and organisational measures for implementing the seven <a href=\"#amp-reference\">HLEG ALTAI<\/a> ethics requirements for AI systems.<\/p>\n    <p class=\"amp-lead\">The Portfolio is intended as a thinking and implementation aid for ethics evaluators, project managers, researchers, engineers, policy makers, or students.<\/p>\n    <div class=\"amp-stats\" aria-label=\"Portfolio at a glance\">\n      <span><strong>119<\/strong> measures<\/span>\n      <span><strong>7<\/strong> ALTAI requirements<\/span>\n      <span><strong>3<\/strong> measure types<\/span>\n    <\/div>\n    <details id=\"amp-about\" class=\"amp-about\">\n      <summary>About this portfolio and how to use it<\/summary>\n      <div class=\"amp-about-content\">\n        <p>Developed within the Horizon Europe project AIOLIA, this Portfolio was built through a bottom-up approach to operationalising AI ethics in three stages: (1) a co-creation process involving academic, policy, and industry partners who proposed measures for real-world use cases; (2) several rounds of internal review and adaptation; and (3) pilot testing during training sessions.<\/p>\n        <p><strong>The Portfolio is not an exhaustive catalogue.<\/strong> Measures can be rephrased and complemented to adapt to specific contexts.<\/p>\n        <p>The Portfolio supports AI ethics operationalisation as an iterative reflective process to implement complex ethics requirements in practice. We explicitly encourage dialogue and discussion when selecting and prioritising practical measures.<\/p>\n        <p>Measures in the Portfolio should always be considered in relation to the specific design contexts, use situations, AI system features, and other organisational and societal factors. They may be, and often should be, rephrased or complemented with contextual requirements. Measures are structured under the seven ALTAI requirements which are, when necessary, further divided into components. Measures are divided into three types:<\/p>\n        <dl class=\"amp-types\">\n          <dt><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span> Organisational Measures<\/dt>\n          <dd>Focus on organisational practices, structures, policies, standard operating procedures, or frameworks used to govern the development and deployment of AI systems.<\/dd>\n          <dt><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span> Technical Measures<\/dt>\n          <dd>Focus on the technical design of AI models or systems and refer to specific techniques, modules, routines, processes, or features.<\/dd>\n          <dt><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span> Both<\/dt>\n          <dd>Includes both technical and organisational aspects. For example, adopting a safety policy and implementing technical controls to enforce it counts as BOTH.<\/dd>\n        <\/dl>\n      <\/div>\n    <\/details>\n  <\/div>\n  <div class=\"amp-layout\">\n    <aside id=\"amp-index\" class=\"amp-sidebar\">\n      <details class=\"amp-nav-details\" open=\"\">\n        <summary>Browse requirements<\/summary>\n        <nav aria-label=\"Portfolio requirements\">\n          <ol>\n            <li data-nav-target=\"amp-r1\">\n              <a href=\"#amp-r1\" data-req-link=\"amp-r1\"><span class=\"amp-nav-number\">1.<\/span><span class=\"amp-nav-label\">Human Agency and Oversight<\/span><span class=\"amp-nav-count\" aria-hidden=\"true\">32<\/span><\/a>\n              <ul>\n                <li data-nav-target=\"amp-r1a\"><a href=\"#amp-r1a\">1a&nbsp; Oversight<\/a><\/li>\n                <li data-nav-target=\"amp-r1b\"><a href=\"#amp-r1b\">1b&nbsp; Human Autonomy and Agency<\/a><\/li>\n              <\/ul>\n            <\/li>\n            <li data-nav-target=\"amp-r2\">\n              <a href=\"#amp-r2\" data-req-link=\"amp-r2\"><span class=\"amp-nav-number\">2.<\/span><span class=\"amp-nav-label\">Technical Robustness and Safety<\/span><span class=\"amp-nav-count\" aria-hidden=\"true\">22<\/span><\/a>\n              <ul>\n                <li data-nav-target=\"amp-r2a\"><a href=\"#amp-r2a\">2a&nbsp; Robustness and Reliability<\/a><\/li>\n                <li data-nav-target=\"amp-r2b\"><a href=\"#amp-r2b\">2b&nbsp; Human safety and non-maleficence<\/a><\/li>\n              <\/ul>\n            <\/li>\n            <li data-nav-target=\"amp-r3\">\n              <a href=\"#amp-r3\" data-req-link=\"amp-r3\"><span class=\"amp-nav-number\">3.<\/span><span class=\"amp-nav-label\">Privacy and Data Governance<\/span><span class=\"amp-nav-count\" aria-hidden=\"true\">12<\/span><\/a>\n            <\/li>\n            <li data-nav-target=\"amp-r4\">\n              <a href=\"#amp-r4\" data-req-link=\"amp-r4\"><span class=\"amp-nav-number\">4.<\/span><span class=\"amp-nav-label\">Transparency<\/span><span class=\"amp-nav-count\" aria-hidden=\"true\">11<\/span><\/a>\n            <\/li>\n            <li data-nav-target=\"amp-r5\">\n              <a href=\"#amp-r5\" data-req-link=\"amp-r5\"><span class=\"amp-nav-number\">5.<\/span><span class=\"amp-nav-label\">Diversity, Non-discrimination, and Fairness<\/span><span class=\"amp-nav-count\" aria-hidden=\"true\">13<\/span><\/a>\n            <\/li>\n            <li data-nav-target=\"amp-r6\">\n              <a href=\"#amp-r6\" data-req-link=\"amp-r6\"><span class=\"amp-nav-number\">6.<\/span><span class=\"amp-nav-label\">Environmental and Societal well-being<\/span><span class=\"amp-nav-count\" aria-hidden=\"true\">16<\/span><\/a>\n              <ul>\n                <li data-nav-target=\"amp-r6a\"><a href=\"#amp-r6a\">6a&nbsp; Individual and Societal well-being<\/a><\/li>\n                <li data-nav-target=\"amp-r6b\"><a href=\"#amp-r6b\">6b&nbsp; Limit Over-reliance and Deskilling<\/a><\/li>\n              <\/ul>\n            <\/li>\n            <li data-nav-target=\"amp-r7\">\n              <a href=\"#amp-r7\" data-req-link=\"amp-r7\"><span class=\"amp-nav-number\">7.<\/span><span class=\"amp-nav-label\">Accountability<\/span><span class=\"amp-nav-count\" aria-hidden=\"true\">13<\/span><\/a>\n            <\/li>\n          <\/ol>\n          <a class=\"amp-overview-link\" href=\"#amp-top\">Back to overview<\/a>\n          <a href=\"#amp-about\">Measure types and guidance<\/a>\n        <\/nav>\n      <\/details>\n    <\/aside>\n    <div class=\"amp-main\">\n      <div class=\"amp-controls\" role=\"search\" aria-label=\"Search the measures portfolio\" hidden=\"\">\n        <div class=\"amp-fields\">\n          <div class=\"amp-field\">\n            <label for=\"amp-search\">Search measures<\/label>\n            <input id=\"amp-search\" type=\"search\" placeholder=\"Keyword or ID, e.g. consent or MS55\" autocomplete=\"off\" spellcheck=\"false\" aria-controls=\"amp-results\" aria-describedby=\"amp-result\">\n          <\/div>\n          <div class=\"amp-field\">\n            <label for=\"amp-filter\">Measure type<\/label>\n            <select id=\"amp-filter\" aria-controls=\"amp-results\">\n              <option value=\"ALL\">All types<\/option>\n              <option value=\"ORG\">Organisational (ORG)<\/option>\n              <option value=\"TECH\">Technical (TECH)<\/option>\n              <option value=\"BOTH\">Both (BOTH)<\/option>\n            <\/select>\n          <\/div>\n        <\/div>\n        <div class=\"amp-search-status\">\n          <p id=\"amp-result\" role=\"status\" aria-live=\"polite\" aria-atomic=\"true\">119 of 119 measures shown<\/p>\n          <button id=\"amp-clear\" class=\"amp-clear\" type=\"button\">Clear filters<\/button>\n        <\/div>\n      <\/div>\n      <p class=\"amp-use-tip\">Browse by requirement, or select a measure ID for a direct link to that measure.<\/p>\n      <div class=\"amp-no-results\" hidden=\"\">No measures match these filters. Try a different term or select \u201cClear filters\u201d.<\/div>\n      <div id=\"amp-results\">\n        <section id=\"amp-r1\" class=\"amp-requirement\" aria-labelledby=\"amp-r1-title\">\n          <div class=\"amp-requirement-heading\"><span class=\"amp-requirement-number\" aria-hidden=\"true\">1<\/span><div>\n            <h2 id=\"amp-r1-title\">Human Agency and Oversight<\/h2>\n            <p class=\"amp-requirement-meta\">ALTAI requirement 1 \u00b7 <span class=\"amp-count\">32<\/span> <span class=\"amp-count-label\">measures<\/span><\/p>\n          <\/div><\/div>\n          <div id=\"amp-r1a\" class=\"amp-component\">\n            <h3>Requirement 1a: Oversight<\/h3>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">A. Human control<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms01\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"1\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms01\" aria-label=\"Link to measure MS01\">MS01<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The AI system has built-in features that support human oversight and control for decision-making in critical areas<\/p>\n                <\/li>\n                <li id=\"amp-ms02\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"2\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms02\" aria-label=\"Link to measure MS02\">MS02<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation has defined a clear policy on high-risk or sensitive decisions that must involve human judgment<\/p>\n                <\/li>\n                <li id=\"amp-ms03\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"3\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms03\" aria-label=\"Link to measure MS03\">MS03<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Automated decisions can be paused, overridden, or reversed by humans<\/p>\n                <\/li>\n                <li id=\"amp-ms04\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"4\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms04\" aria-label=\"Link to measure MS04\">MS04<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Human oversight involves active review, validation, or challenge of system outputs<\/p>\n                <\/li>\n                <li id=\"amp-ms05\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"5\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms05\" aria-label=\"Link to measure MS05\">MS05<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Oversight responsibilities are clearly defined and embedded into workflow<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">B. AI oversight<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms06\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"6\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms06\" aria-label=\"Link to measure MS06\">MS06<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI-assisted oversight is implemented when human capacity to perform meaningful oversight reaches its limits<\/p>\n                <\/li>\n                <li id=\"amp-ms07\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"7\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms07\" aria-label=\"Link to measure MS07\">MS07<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Capabilities of AI oversight system are benchmarked and documented<\/p>\n                <\/li>\n                <li id=\"amp-ms08\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"8\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms08\" aria-label=\"Link to measure MS08\">MS08<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Predefined thresholds trigger automated intervention, human escalation, or system interruption when specified risks, failures, or anomalous behaviour are detected<\/p>\n                <\/li>\n                <li id=\"amp-ms9\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"9\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms9\" aria-label=\"Link to measure MS9\">MS09<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Controversial or morally ambiguous situations are referred to humans for decision making<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">C. Defining legitimate boundaries<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms10\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"10\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms10\" aria-label=\"Link to measure MS10\">MS10<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">When an AI system makes decisions with a high level of autonomy, it ensures that the decision stays within the scope or mandate defined by the provider or the user<\/p>\n                <\/li>\n                <li id=\"amp-ms11\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"11\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms11\" aria-label=\"Link to measure MS11\">MS11<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation has clearly defined what types of content, behaviour, or expression are restricted for AI use and why<\/p>\n                <\/li>\n                <li id=\"amp-ms12\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"12\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms12\" aria-label=\"Link to measure MS12\">MS12<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system\u2019s features and behaviours are aligned with its intended use and foreseen limitations<\/p>\n                <\/li>\n                <li id=\"amp-ms13\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"13\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms13\" aria-label=\"Link to measure MS13\">MS13<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The scope of restrictions is documented and publicly communicated insofar as it is required by the existing regulation<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">D. Transparency and contestability<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms14\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"14\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms14\" aria-label=\"Link to measure MS14\">MS14<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Restrictions are explained to users in a clear and accessible way<\/p>\n                <\/li>\n                <li id=\"amp-ms15\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"15\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms15\" aria-label=\"Link to measure MS15\">MS15<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation monitors patterns of restriction to detect systemic censorship or bias<\/p>\n                <\/li>\n                <li id=\"amp-ms16\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"16\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms16\" aria-label=\"Link to measure MS16\">MS16<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Moderation policies are periodically reviewed to ensure that they remain relevant and effective<\/p>\n                <\/li>\n                <li id=\"amp-ms17\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"17\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms17\" aria-label=\"Link to measure MS17\">MS17<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Moderation policies take contextual and cultural factors into account<\/p>\n                <\/li>\n                <li id=\"amp-ms18\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"18\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms18\" aria-label=\"Link to measure MS18\">MS18<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation has put in place a mechanism for users to report, question, or contest restrictions or moderation decisions<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <\/div>\n          <div id=\"amp-r1b\" class=\"amp-component\">\n            <h3>Requirement 1b: Human Autonomy and Agency<\/h3>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">A. Risk of manipulation<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms19\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"19\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms19\" aria-label=\"Link to measure MS19\">MS19<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">When manipulation risks may arise, AI outputs and human-machine interactions are logged and documented<\/p>\n                <\/li>\n                <li id=\"amp-ms20\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"20\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms20\" aria-label=\"Link to measure MS20\">MS20<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Human oversight exists to review AI outputs for manipulative effects in sensitive or high-impact contexts<\/p>\n                <\/li>\n                <li id=\"amp-ms21\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"21\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms21\" aria-label=\"Link to measure MS21\">MS21<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Risk analysis considers psychological, emotional, and behavioural influences on users, not only user information or technical AI performance<\/p>\n                <\/li>\n                <li id=\"amp-ms22\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"22\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms22\" aria-label=\"Link to measure MS22\">MS22<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Attention has been given during design to asymmetries of power, knowledge, or vulnerability between humans and the AI system<\/p>\n                <\/li>\n                <li id=\"amp-ms23\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"23\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms23\" aria-label=\"Link to measure MS23\">MS23<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation defines context-specific criteria distinguishing legitimate behavioural influence from unacceptable manipulation and monitors interactions against these criteria<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">B. Design safeguards against undue influence<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms24\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"24\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms24\" aria-label=\"Link to measure MS24\">MS24<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Techniques that steer user behaviour through deception, coercion or exploitation are identified and prevented<\/p>\n                <\/li>\n                <li id=\"amp-ms25\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"25\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms25\" aria-label=\"Link to measure MS25\">MS25<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Outputs are framed to support human reflection and to avoid immediate reaction, rather than pressure or exploit cognitive bias<\/p>\n                <\/li>\n                <li id=\"amp-ms26\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"26\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms26\" aria-label=\"Link to measure MS26\">MS26<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Personalisation of AI interaction strategies that exploits user vulnerabilities is prevented<\/p>\n                <\/li>\n                <li id=\"amp-ms27\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"27\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms27\" aria-label=\"Link to measure MS27\">MS27<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation addresses, in a specific operational context, unacceptable manipulative practices through corrective actions, design changes, or restrictions on AI use<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">C. Human Agency<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms28\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"28\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms28\" aria-label=\"Link to measure MS28\">MS28<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system encourages users to make meaningful choices among relevant alternatives<\/p>\n                <\/li>\n                <li id=\"amp-ms29\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"29\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms29\" aria-label=\"Link to measure MS29\">MS29<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation assesses whether users experience human-machine interaction as coercive or misleading<\/p>\n                <\/li>\n                <li id=\"amp-ms30\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"30\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms30\" aria-label=\"Link to measure MS30\">MS30<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">User feedback and complaints related to perceived manipulation are systematically collected and reviewed<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">D. Informed interaction<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms31\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"31\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms31\" aria-label=\"Link to measure MS31\">MS31<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Users are informed when system outputs are intended to influence decisions or behaviours<\/p>\n                <\/li>\n                <li id=\"amp-ms32\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"32\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms32\" aria-label=\"Link to measure MS32\">MS32<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The AI system is designed to ensure that users are informed at appropriately defined time intervals or checkpoints that they are interacting with an AI system<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <\/div>\n          <div class=\"amp-section-footer\"><a href=\"#amp-index\">Back to requirements<\/a>\n            <a href=\"#amp-r2\" data-nav-target=\"amp-r2\">Next: requirement 2 \u2192<\/a>\n          <\/div>\n        <\/section>\n        <section id=\"amp-r2\" class=\"amp-requirement\" aria-labelledby=\"amp-r2-title\">\n          <div class=\"amp-requirement-heading\"><span class=\"amp-requirement-number\" aria-hidden=\"true\">2<\/span><div>\n            <h2 id=\"amp-r2-title\">Technical Robustness and Safety<\/h2>\n            <p class=\"amp-requirement-meta\">ALTAI requirement 2 \u00b7 <span class=\"amp-count\">22<\/span> <span class=\"amp-count-label\">measures<\/span><\/p>\n          <\/div><\/div>\n          <div id=\"amp-r2a\" class=\"amp-component\">\n            <h3>Requirement 2a: Robustness and Reliability<\/h3>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">A. Technical robustness and reliability<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms33\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"33\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms33\" aria-label=\"Link to measure MS33\">MS33<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI systems display confidence scores or uncertainty metrics for AI-generated suggestions<\/p>\n                <\/li>\n                <li id=\"amp-ms34\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"34\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms34\" aria-label=\"Link to measure MS34\">MS34<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Design is modular and layered to introduce system redundancy<\/p>\n                <\/li>\n                <li id=\"amp-ms35\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"35\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms35\" aria-label=\"Link to measure MS35\">MS35<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Potential failure modes in components, data and algorithms are identified, and associated risks are assessed and mitigated<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">B. Traceability<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms36\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"36\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms36\" aria-label=\"Link to measure MS36\">MS36<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI outputs and system configurations are logged in a way that allows for external reconstruction of decision making<\/p>\n                <\/li>\n                <li id=\"amp-ms37\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"37\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms37\" aria-label=\"Link to measure MS37\">MS37<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Data is traceable via dataset source, pre-processing, labelling, and version control<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <\/div>\n          <div id=\"amp-r2b\" class=\"amp-component\">\n            <h3>Requirement 2b: Human safety and non-maleficence<\/h3>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">A. Safety monitoring<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms38\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"38\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms38\" aria-label=\"Link to measure MS38\">MS38<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI safety assessment is used to automatically classify content into safety categories (tiers of risks, harms) at scale<\/p>\n                <\/li>\n                <li id=\"amp-ms39\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"39\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms39\" aria-label=\"Link to measure MS39\">MS39<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Safety categories are developed and reviewed collaboratively by technical and legal teams<\/p>\n                <\/li>\n                <li id=\"amp-ms40\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"40\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms40\" aria-label=\"Link to measure MS40\">MS40<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Safety criteria and categories (risks, harms) are clearly defined, and content falling within prohibited categories is filtered out<\/p>\n                <\/li>\n                <li id=\"amp-ms41\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"41\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms41\" aria-label=\"Link to measure MS41\">MS41<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Safety criteria are continuously assessed and updated against emerging patterns<\/p>\n                <\/li>\n                <li id=\"amp-ms42\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"42\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms42\" aria-label=\"Link to measure MS42\">MS42<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Training data and model behaviour are steered or limited to safe domains<\/p>\n                <\/li>\n                <li id=\"amp-ms43\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"43\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms43\" aria-label=\"Link to measure MS43\">MS43<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Measures are in place to prevent misuse and attempts to circumvent safeguards<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">B. \u201cKnow thy user\u201d<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms44\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"44\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms44\" aria-label=\"Link to measure MS44\">MS44<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Vulnerable users are identified, including via analysis of user behaviour and interaction patterns across multiple sessions<\/p>\n                <\/li>\n                <li id=\"amp-ms45\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"45\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms45\" aria-label=\"Link to measure MS45\">MS45<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Additional safety measures are implemented for vulnerable users (e.g., indicators of acute personal crisis that trigger escalation to a support service)<\/p>\n                <\/li>\n                <li id=\"amp-ms46\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"46\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms46\" aria-label=\"Link to measure MS46\">MS46<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">A progressive escalation process is implemented from highlighting prohibited content to warning and user ban<\/p>\n                <\/li>\n                <li id=\"amp-ms47\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"47\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms47\" aria-label=\"Link to measure MS47\">MS47<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Human moderators are involved in decision-making on high-risk content and user bans<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">C. Human moderators<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms48\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"48\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms48\" aria-label=\"Link to measure MS48\">MS48<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Human moderators receive regular training on representative examples and data<\/p>\n                <\/li>\n                <li id=\"amp-ms49\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"49\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms49\" aria-label=\"Link to measure MS49\">MS49<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation has implemented monitoring and checks against moderators\u2019 bias and over-reliance<\/p>\n                <\/li>\n                <li id=\"amp-ms50\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"50\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms50\" aria-label=\"Link to measure MS50\">MS50<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation implements a policy to protect moderators\u2019 well-being<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">D. Safety culture<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms51\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"51\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms51\" aria-label=\"Link to measure MS51\">MS51<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation promotes a safety-first culture<\/p>\n                <\/li>\n                <li id=\"amp-ms52\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"52\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms52\" aria-label=\"Link to measure MS52\">MS52<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation embeds safety and traceability measures throughout development, deployment, and operation of AI systems<\/p>\n                <\/li>\n                <li id=\"amp-ms53\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"53\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms53\" aria-label=\"Link to measure MS53\">MS53<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation conducts independent audits of safety policies<\/p>\n                <\/li>\n                <li id=\"amp-ms54\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"54\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms54\" aria-label=\"Link to measure MS54\">MS54<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Within existing regulatory limits, the organisation publicly discloses anonymised statistics on high-risk behaviour and significant safety risks<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <\/div>\n          <div class=\"amp-section-footer\"><a href=\"#amp-index\">Back to requirements<\/a>\n            <a href=\"#amp-r3\" data-nav-target=\"amp-r3\">Next: requirement 3 \u2192<\/a>\n          <\/div>\n        <\/section>\n        <section id=\"amp-r3\" class=\"amp-requirement\" aria-labelledby=\"amp-r3-title\">\n          <div class=\"amp-requirement-heading\"><span class=\"amp-requirement-number\" aria-hidden=\"true\">3<\/span><div>\n            <h2 id=\"amp-r3-title\">Privacy and Data Governance<\/h2>\n            <p class=\"amp-requirement-meta\">ALTAI requirement 3 \u00b7 <span class=\"amp-count\">12<\/span> <span class=\"amp-count-label\">measures<\/span><\/p>\n          <\/div><\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">A. Personal data collection, use, and processing<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms55\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"55\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms55\" aria-label=\"Link to measure MS55\">MS55<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation clearly defines and documents the purpose of personal data processing<\/p>\n                <\/li>\n                <li id=\"amp-ms56\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"56\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms56\" aria-label=\"Link to measure MS56\">MS56<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Individuals are informed in clear and accessible language about personal data collection and use<\/p>\n                <\/li>\n                <li id=\"amp-ms57\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"57\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms57\" aria-label=\"Link to measure MS57\">MS57<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Consent procedures are adapted to context to ensure informed and meaningful choice<\/p>\n                <\/li>\n                <li id=\"amp-ms58\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"58\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms58\" aria-label=\"Link to measure MS58\">MS58<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Limitations of informed consent during AI use are assessed and documented<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">B. Data minimisation and protection<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms59\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"59\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms59\" aria-label=\"Link to measure MS59\">MS59<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Only data necessary for the stated purpose is collected and processed<\/p>\n                <\/li>\n                <li id=\"amp-ms60\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"60\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms60\" aria-label=\"Link to measure MS60\">MS60<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Technical measures are in place to protect data from unauthorised access, loss, or misuse<\/p>\n                <\/li>\n                <li id=\"amp-ms61\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"61\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms61\" aria-label=\"Link to measure MS61\">MS61<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Data retention periods are defined and enforced<\/p>\n                <\/li>\n                <li id=\"amp-ms62\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"62\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms62\" aria-label=\"Link to measure MS62\">MS62<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Sensitive data is subject to appropriate additional safeguards<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">C. Rights of data subjects under applicable law<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms63\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"63\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms63\" aria-label=\"Link to measure MS63\">MS63<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Data subjects can refuse or withdraw consent without penalty<\/p>\n                <\/li>\n                <li id=\"amp-ms64\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"64\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms64\" aria-label=\"Link to measure MS64\">MS64<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Clear and accessible processes exist for individuals to exercise their data protection rights (e.g., access, correction, deletion), including easy access to contact information for the data controller<\/p>\n                <\/li>\n                <li id=\"amp-ms65\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"65\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms65\" aria-label=\"Link to measure MS65\">MS65<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Data processing is documented to support accountability and audits<\/p>\n                <\/li>\n                <li id=\"amp-ms66\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"66\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms66\" aria-label=\"Link to measure MS66\">MS66<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Data protection practices are reviewed following incidents, complaints, or regulatory changes<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <div class=\"amp-section-footer\"><a href=\"#amp-index\">Back to requirements<\/a>\n            <a href=\"#amp-r4\" data-nav-target=\"amp-r4\">Next: requirement 4 \u2192<\/a>\n          <\/div>\n        <\/section>\n        <section id=\"amp-r4\" class=\"amp-requirement\" aria-labelledby=\"amp-r4-title\">\n          <div class=\"amp-requirement-heading\"><span class=\"amp-requirement-number\" aria-hidden=\"true\">4<\/span><div>\n            <h2 id=\"amp-r4-title\">Transparency<\/h2>\n            <p class=\"amp-requirement-meta\">ALTAI requirement 4 \u00b7 <span class=\"amp-count\">11<\/span> <span class=\"amp-count-label\">measures<\/span><\/p>\n          <\/div><\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">A. Openness about intent and purpose<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms67\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"67\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms67\" aria-label=\"Link to measure MS67\">MS67<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation clearly communicates the intended purpose, scope, and use of the AI system to relevant stakeholders<\/p>\n                <\/li>\n                <li id=\"amp-ms68\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"68\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms68\" aria-label=\"Link to measure MS68\">MS68<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation clearly communicates how the AI system may affect individuals or groups<\/p>\n                <\/li>\n                <li id=\"amp-ms69\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"69\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms69\" aria-label=\"Link to measure MS69\">MS69<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation monitors departures from the AI system\u2019s intended purpose and scope of use and informs relevant stakeholders<\/p>\n                <\/li>\n                <li id=\"amp-ms70\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"70\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms70\" aria-label=\"Link to measure MS70\">MS70<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Users are informed that their interaction is monitored and\/or controlled by AI systems<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">B. Accessibility of information<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms71\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"71\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms71\" aria-label=\"Link to measure MS71\">MS71<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Information about AI system functioning, capabilities, limitations, and safeguards is accessible to all relevant stakeholders to the degree needed and possible<\/p>\n                <\/li>\n                <li id=\"amp-ms72\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"72\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms72\" aria-label=\"Link to measure MS72\">MS72<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Communication channels and formats are adapted to different roles, languages, digital literacy, and accessibility needs<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">C. Transparency beyond disclosure<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms73\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"73\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms73\" aria-label=\"Link to measure MS73\">MS73<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Additional interaction safeguards beyond disclosure are implemented when user manipulation or psychological, emotional, and behavioural influences may arise<\/p>\n                <\/li>\n                <li id=\"amp-ms74\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"74\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms74\" aria-label=\"Link to measure MS74\">MS74<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation has a culture of considering non-standard design measures beyond user information (e.g., disrupting user experience or gamifying user interaction)<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">D. Explainability of outputs and decisions<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms75\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"75\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms75\" aria-label=\"Link to measure MS75\">MS75<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Explanations are relevant and address the main factors influencing the output or decision, at a level appropriate to the audience, context and consequences<\/p>\n                <\/li>\n                <li id=\"amp-ms76\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"76\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms76\" aria-label=\"Link to measure MS76\">MS76<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation evaluates whether information provided to users produces adequate understanding, including key behavioural factors, limitations, and uncertainties in their interaction with AI system<\/p>\n                <\/li>\n                <li id=\"amp-ms77\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"77\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms77\" aria-label=\"Link to measure MS77\">MS77<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Information and explanations provided about AI-supported decisions are sufficient to support meaningful review, justification, or contestation<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <div class=\"amp-section-footer\"><a href=\"#amp-index\">Back to requirements<\/a>\n            <a href=\"#amp-r5\" data-nav-target=\"amp-r5\">Next: requirement 5 \u2192<\/a>\n          <\/div>\n        <\/section>\n        <section id=\"amp-r5\" class=\"amp-requirement\" aria-labelledby=\"amp-r5-title\">\n          <div class=\"amp-requirement-heading\"><span class=\"amp-requirement-number\" aria-hidden=\"true\">5<\/span><div>\n            <h2 id=\"amp-r5-title\">Diversity, Non-discrimination, and Fairness<\/h2>\n            <p class=\"amp-requirement-meta\">ALTAI requirement 5 \u00b7 <span class=\"amp-count\">13<\/span> <span class=\"amp-count-label\">measures<\/span><\/p>\n          <\/div><\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">A. Diversity and representativeness<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms78\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"78\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms78\" aria-label=\"Link to measure MS78\">MS78<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Data used to design, train or configure the AI system is assessed alongside relevant fairness metrics for representativeness across relevant groups and contexts<\/p>\n                <\/li>\n                <li id=\"amp-ms79\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"79\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms79\" aria-label=\"Link to measure MS79\">MS79<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Data audits are used to detect underrepresented cases (edge scenarios, rare hazards)<\/p>\n                <\/li>\n                <li id=\"amp-ms80\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"80\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms80\" aria-label=\"Link to measure MS80\">MS80<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation considers diversity criteria and their intersection across roles, locations, languages, or cultural characteristics<\/p>\n                <\/li>\n                <li id=\"amp-ms81\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"81\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms81\" aria-label=\"Link to measure MS81\">MS81<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation considers multiple stakeholder perspectives on fairness during AI system design<\/p>\n                <\/li>\n                <li id=\"amp-ms82\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"82\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms82\" aria-label=\"Link to measure MS82\">MS82<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation clearly communicates limitations on data diversity and fairness<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">B. Objective and consistent assessment of fairness<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms83\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"83\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms83\" aria-label=\"Link to measure MS83\">MS83<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Sensitivity analysis is used to check fairness across different inputs<\/p>\n                <\/li>\n                <li id=\"amp-ms84\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"84\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms84\" aria-label=\"Link to measure MS84\">MS84<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI decisions are assessed for consistency to ensure that comparable cases receive comparable outcomes<\/p>\n                <\/li>\n                <li id=\"amp-ms85\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"85\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms85\" aria-label=\"Link to measure MS85\">MS85<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI outputs are reviewed for unintended disparate impacts<\/p>\n                <\/li>\n                <li id=\"amp-ms86\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"86\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms86\" aria-label=\"Link to measure MS86\">MS86<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation conducts appropriate fairness checks to assess and prevent unfair or stigmatising profiling<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">C. Monitoring and bias correction<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms87\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"87\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms87\" aria-label=\"Link to measure MS87\">MS87<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI outputs are monitored for emerging bias over time, using context-appropriate fairness indicators<\/p>\n                <\/li>\n                <li id=\"amp-ms88\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"88\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms88\" aria-label=\"Link to measure MS88\">MS88<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Bias identification triggers corrective action (e.g., adjustment to data or organisational practices)<\/p>\n                <\/li>\n                <li id=\"amp-ms89\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"89\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms89\" aria-label=\"Link to measure MS89\">MS89<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation conducts focus groups (e.g., \u2018disagreement analysis\u2019 sessions) to identify the sources of unfairness or bias<\/p>\n                <\/li>\n                <li id=\"amp-ms90\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"90\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms90\" aria-label=\"Link to measure MS90\">MS90<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Mechanisms exist for users to challenge outcomes perceived as unfair or discriminatory<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <div class=\"amp-section-footer\"><a href=\"#amp-index\">Back to requirements<\/a>\n            <a href=\"#amp-r6\" data-nav-target=\"amp-r6\">Next: requirement 6 \u2192<\/a>\n          <\/div>\n        <\/section>\n        <section id=\"amp-r6\" class=\"amp-requirement\" aria-labelledby=\"amp-r6-title\">\n          <div class=\"amp-requirement-heading\"><span class=\"amp-requirement-number\" aria-hidden=\"true\">6<\/span><div>\n            <h2 id=\"amp-r6-title\">Environmental and Societal well-being<\/h2>\n            <p class=\"amp-requirement-meta\">ALTAI requirement 6 \u00b7 <span class=\"amp-count\">16<\/span> <span class=\"amp-count-label\">measures<\/span><\/p>\n          <\/div><\/div>\n          <p class=\"amp-context-note\">Since Environmental well-being is not in the scope of AIOLIA project, no measures have been added.<\/p>\n          <div id=\"amp-r6a\" class=\"amp-component\">\n            <h3>Requirement 6a: Individual and Societal well-being<\/h3>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">A. Improved well-being<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms91\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"91\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms91\" aria-label=\"Link to measure MS91\">MS91<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system detects contexts indicating potential tension between AI agents \/ users or potential social conflict<\/p>\n                <\/li>\n                <li id=\"amp-ms92\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"92\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms92\" aria-label=\"Link to measure MS92\">MS92<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system detects and avoids AI-generated content that may reduce individual or societal well-being, such as fake news, disinformation, or misinformation<\/p>\n                <\/li>\n                <li id=\"amp-ms93\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"93\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms93\" aria-label=\"Link to measure MS93\">MS93<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system detects and discourages user behaviour that may reduce individual or societal well-being, such as violent actions or polarised opinions<\/p>\n                <\/li>\n                <li id=\"amp-ms94\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"94\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms94\" aria-label=\"Link to measure MS94\">MS94<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation collects and audits user reports on well-being impacts<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">B. Behavioural constraints<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms95\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"95\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms95\" aria-label=\"Link to measure MS95\">MS95<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system avoids interactional extremes that may cause undue influence on human behaviour (e.g. sycophancy or exaggeration)<\/p>\n                <\/li>\n                <li id=\"amp-ms96\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"96\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms96\" aria-label=\"Link to measure MS96\">MS96<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">In clearly defined contexts, AI system promotes friction-by-design in human-machine interaction (e.g., realistic conversations where the AI system may contradict the user)<\/p>\n                <\/li>\n                <li id=\"amp-ms97\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"97\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms97\" aria-label=\"Link to measure MS97\">MS97<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system applies behavioural nudging only in documented and auditable contexts with specified trigger thresholds and objectives<\/p>\n                <\/li>\n                <li id=\"amp-ms98\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"98\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms98\" aria-label=\"Link to measure MS98\">MS98<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation has a policy and procedures for monitoring, assessing, and addressing unforeseen impacts of the AI system on individual and societal well-being<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <\/div>\n          <div id=\"amp-r6b\" class=\"amp-component\">\n            <h3>Requirement 6b: Limit Over-reliance and Deskilling<\/h3>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">A. Managing dependence on AI outputs<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms99\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"99\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms99\" aria-label=\"Link to measure MS99\">MS99<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation has defined clear boundaries and guidance for intended use of AI system, including when AI outputs should be questioned, verified, or supplemented with human input<\/p>\n                <\/li>\n                <li id=\"amp-ms100\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"100\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms100\" aria-label=\"Link to measure MS100\">MS100<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system detects indicators of excessive psychological or emotional dependence and activates safeguards to limit over-reliance<\/p>\n                <\/li>\n                <li id=\"amp-ms101\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"101\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms101\" aria-label=\"Link to measure MS101\">MS101<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system identifies high-impact decision points in the professional workflow and enforces human participation in decision-making<\/p>\n                <\/li>\n                <li id=\"amp-ms102\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"102\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms102\" aria-label=\"Link to measure MS102\">MS102<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation explicitly discourages treating AI outputs as definitive or infallible<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">B. Preserving human judgment<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms103\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"103\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms103\" aria-label=\"Link to measure MS103\">MS103<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI interface discourages automatic or hasty user reaction (e.g., default approvals without human review)<\/p>\n                <\/li>\n                <li id=\"amp-ms104\" class=\"amp-measure\" data-type=\"TECH\" data-number=\"104\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms104\" aria-label=\"Link to measure MS104\">MS104<\/a><span class=\"amp-type amp-type-tech\" title=\"Technical\">TECH<\/span><\/div>\n                  <p class=\"amp-measure-text\">AI system does not penalise users for rejecting, ignoring, or questioning AI suggestions<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h4 class=\"amp-group-title\">C. Skills, training and competence<\/h4>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms105\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"105\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms105\" aria-label=\"Link to measure MS105\">MS105<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Training exists to support users in understanding AI capabilities and limitations, as well as related human capabilities and limitations<\/p>\n                <\/li>\n                <li id=\"amp-ms106\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"106\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms106\" aria-label=\"Link to measure MS106\">MS106<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">The organisation periodically reassesses reliance patterns as systems evolve or scale<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <\/div>\n          <div class=\"amp-section-footer\"><a href=\"#amp-index\">Back to requirements<\/a>\n            <a href=\"#amp-r7\" data-nav-target=\"amp-r7\">Next: requirement 7 \u2192<\/a>\n          <\/div>\n        <\/section>\n        <section id=\"amp-r7\" class=\"amp-requirement\" aria-labelledby=\"amp-r7-title\">\n          <div class=\"amp-requirement-heading\"><span class=\"amp-requirement-number\" aria-hidden=\"true\">7<\/span><div>\n            <h2 id=\"amp-r7-title\">Accountability<\/h2>\n            <p class=\"amp-requirement-meta\">ALTAI requirement 7 \u00b7 <span class=\"amp-count\">13<\/span> <span class=\"amp-count-label\">measures<\/span><\/p>\n          <\/div><\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">A. Responsibility assignments<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms107\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"107\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms107\" aria-label=\"Link to measure MS107\">MS107<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Responsibility for AI outputs is explicitly defined and documented (e.g., ownership of decisions, approvals, and incident response)<\/p>\n                <\/li>\n                <li id=\"amp-ms108\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"108\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms108\" aria-label=\"Link to measure MS108\">MS108<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Responsibility for monitoring harm indicators and responding to them is explicitly assigned<\/p>\n                <\/li>\n                <li id=\"amp-ms109\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"109\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms109\" aria-label=\"Link to measure MS109\">MS109<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Responsibilities at operational, managerial and governance levels are defined to provide effective resolution of conflicts and tensions<\/p>\n                <\/li>\n                <li id=\"amp-ms110\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"110\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms110\" aria-label=\"Link to measure MS110\">MS110<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">An escalation procedure is defined with the organisation\u2019s hierarchy for resolving unclear or disputed responsibility assignments<\/p>\n                <\/li>\n                <li id=\"amp-ms111\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"111\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms111\" aria-label=\"Link to measure MS111\">MS111<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">\u201cNo gaps\u201d: responsibility assignments are maintained across system updates, handover, or organisational changes<\/p>\n                <\/li>\n                <li id=\"amp-ms112\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"112\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms112\" aria-label=\"Link to measure MS112\">MS112<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Responsibility assignments are integrated into validation, governance, and risk management processes<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">B. Auditability<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms113\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"113\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms113\" aria-label=\"Link to measure MS113\">MS113<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Auditable Standard Operating Procedures exist for AI design and validation<\/p>\n                <\/li>\n                <li id=\"amp-ms114\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"114\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms114\" aria-label=\"Link to measure MS114\">MS114<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Changes to models, data or AI system are documented and traceable<\/p>\n                <\/li>\n                <li id=\"amp-ms115\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"115\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms115\" aria-label=\"Link to measure MS115\">MS115<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Records are sufficient to support internal reviews, external audits, or regulatory scrutiny<\/p>\n                <\/li>\n                <li id=\"amp-ms116\" class=\"amp-measure\" data-type=\"BOTH\" data-number=\"116\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms116\" aria-label=\"Link to measure MS116\">MS116<\/a><span class=\"amp-type amp-type-both\" title=\"Technical and organisational\">BOTH<\/span><\/div>\n                  <p class=\"amp-measure-text\">Audit findings are translated into corrective design action<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n            <div class=\"amp-group\">\n              <h3 class=\"amp-group-title\">C. Learning, remediation and improvement<\/h3>\n              <ul class=\"amp-measures\">\n                <li id=\"amp-ms117\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"117\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms117\" aria-label=\"Link to measure MS117\">MS117<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Lessons from incidents, errors, or near-misses are systematically used to improve AI design and governance processes<\/p>\n                <\/li>\n                <li id=\"amp-ms118\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"118\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms118\" aria-label=\"Link to measure MS118\">MS118<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Accountability assignments are periodically reviewed to remain aligned with legal obligations<\/p>\n                <\/li>\n                <li id=\"amp-ms119\" class=\"amp-measure\" data-type=\"ORG\" data-number=\"119\">\n                  <div class=\"amp-measure-meta\"><a class=\"amp-id\" href=\"#amp-ms119\" aria-label=\"Link to measure MS119\">MS119<\/a><span class=\"amp-type amp-type-org\" title=\"Organisational\">ORG<\/span><\/div>\n                  <p class=\"amp-measure-text\">Reflexive governance ensures that accountability mechanisms evolve at an appropriate pace as technologies, contexts, risks, or societal expectations change<\/p>\n                <\/li>\n              <\/ul>\n            <\/div>\n          <div class=\"amp-section-footer\"><a href=\"#amp-index\">Back to requirements<\/a>\n            <a href=\"#amp-top\">Back to overview \u2191<\/a>\n          <\/div>\n        <\/section>\n      <\/div>\n      <div id=\"amp-reference\" class=\"amp-reference\">\n        <h2>Reference<\/h2>\n        <p>High-Level Expert Group on Artificial Intelligence, 2020.\n          <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/library\/assessment-list-trustworthy-artificial-intelligence-altai-self-assessment\">Assessment List for Trustworthy Artificial Intelligence (ALTAI) for self-assessment.<\/a>\n        <\/p>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n<!-- BEGIN JAVASCRIPT: optional search, filtering and current-section indication -->\n<script>\n(function () {\n  'use strict';\n  var root = document.getElementById('aiolia-portfolio');\n  if (!root || root.dataset.ampReady) return;\n  var search = root.querySelector('#amp-search');\n  var type = root.querySelector('#amp-filter');\n  var controls = root.querySelector('.amp-controls');\n  var result = root.querySelector('#amp-result');\n  var clear = root.querySelector('#amp-clear');\n  var empty = root.querySelector('.amp-no-results');\n  var nav = root.querySelector('.amp-nav-details');\n  var about = root.querySelector('.amp-about');\n  var measures = Array.from(root.querySelectorAll('.amp-measure'));\n  var groups = Array.from(root.querySelectorAll('.amp-group'));\n  var components = Array.from(root.querySelectorAll('.amp-component'));\n  var requirements = Array.from(root.querySelectorAll('.amp-requirement'));\n  var navItems = Array.from(root.querySelectorAll('[data-nav-target]'));\n  var links = Array.from(root.querySelectorAll('[data-req-link]'));\n  if (!search || !type || !controls || !result || !clear || !empty) return;\n  function normalise(text) {\n    return text.toLocaleLowerCase().normalize('NFD')\n      .replace(\/[\\u0300-\\u036f]\/g, '')\n      .replace(\/[\\u2018\\u2019]\/g, \"'\")\n      .replace(\/[\\u2010-\\u2015]\/g, '-');\n  }\n  var records = measures.map(function (element) {\n    var requirement = element.closest('.amp-requirement');\n    var component = element.closest('.amp-component');\n    var group = element.closest('.amp-group');\n    var context = requirement.querySelector('h2').textContent + ' ' + group.querySelector('.amp-group-title').textContent;\n    if (component) context += ' ' + component.querySelector('h3').textContent;\n    return {\n      element: element,\n      type: element.dataset.type,\n      number: Number(element.dataset.number),\n      text: normalise(element.textContent + ' ' + context)\n    };\n  });\n  function updateCurrent() {\n    var visible = requirements.filter(function (section) { return !section.hidden; });\n    var current = visible[0];\n    var cutoff = window.innerWidth > 980 ? 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'measure' : 'measures';\n    });\n    navItems.forEach(function (item) {\n      var target = document.getElementById(item.dataset.navTarget);\n      item.hidden = !target || target.hidden;\n      var countNode = item.querySelector('.amp-nav-count');\n      if (countNode &#038;&#038; target) countNode.textContent = target.querySelectorAll('.amp-measure:not([hidden])').length;\n    });\n    result.textContent = count + ' of ' + measures.length + ' measures shown';\n    empty.hidden = count !== 0;\n    updateCurrent();\n  }\n  search.addEventListener('input', applyFilters);\n  type.addEventListener('change', applyFilters);\n  clear.addEventListener('click', function () {\n    search.value = '';\n    type.value = 'ALL';\n    applyFilters();\n    search.focus({preventScroll: true});\n  });\n  root.querySelectorAll('a[href=\"#amp-index\"]').forEach(function (link) {\n    link.addEventListener('click', function () { nav.open = true; });\n  });\n  root.querySelectorAll('a[href=\"#amp-about\"]').forEach(function (link) {\n    link.addEventListener('click', function () { about.open = true; });\n  });\n  if (nav &#038;&#038; window.matchMedia('(max-width: 980px)').matches) nav.open = false;\n  var pending = false;\n  window.addEventListener('scroll', function () {\n    if (pending) return;\n    pending = true;\n    window.requestAnimationFrame(function () { updateCurrent(); pending = false; });\n  }, {passive: true});\n  var wasOpen = false;\n  window.addEventListener('beforeprint', function () { wasOpen = about.open; about.open = true; });\n  window.addEventListener('afterprint', function () { about.open = wasOpen; });\n  root.dataset.ampReady = 'true';\n  controls.hidden = false;\n  applyFilters();\n}());\n\n<\/script>\n<!-- END JAVASCRIPT -->\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Source<\/strong>: A. Pr\u00e9gent and A. Grinbaum, <em>Developing Competency in AI Ethics: A training framework<\/em>. <a href=\"https:\/\/arxiv.org\/abs\/2610.13319\" target=\"_blank\" rel=\"noopener\">arxiv:2610.13319<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>To Implement AI Ethics Requirements This Portfolio provides a non-exhaustive collection of technical and organisational measures for implementing the seven HLEG ALTAI ethics requirements for AI systems. The Portfolio is intended as a thinking and implementation aid for ethics evaluators, project managers, researchers, engineers, policy makers, or students. 119 measures 7 ALTAI requirements 3 measure&hellip;&nbsp;<a href=\"https:\/\/aiolia.eu\/index.php\/portfolio-of-measures\/\" rel=\"bookmark\">Read More &raquo;<span class=\"screen-reader-text\">Portfolio of Measures<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-909","page","type-page","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/pages\/909","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/comments?post=909"}],"version-history":[{"count":6,"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/pages\/909\/revisions"}],"predecessor-version":[{"id":963,"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/pages\/909\/revisions\/963"}],"wp:attachment":[{"href":"https:\/\/aiolia.eu\/index.php\/wp-json\/wp\/v2\/media?parent=909"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}