{"id":262,"date":"2026-10-29T07:37:44","date_gmt":"2026-10-29T07:37:44","guid":{"rendered":"https:\/\/bugskan.com\/?p=262"},"modified":"2026-10-29T07:37:44","modified_gmt":"2026-10-29T07:37:44","slug":"ai-governance-needs-evidence-from-deployed-controls-not-only-written-policies","status":"publish","type":"post","link":"https:\/\/bugskan.com\/index.php\/2026\/10\/29\/ai-governance-needs-evidence-from-deployed-controls-not-only-written-policies\/","title":{"rendered":"AI governance needs evidence from deployed controls, not only written policies"},"content":{"rendered":"<p>A July 2026 Qualys article argues that AI governance needs technical evidence of discovery, assessment and remediation, beyond questionnaires and risk registers. It presents TotalAI as the vendor\u2019s approach to that problem.<\/p>\n<p>This is commercial guidance, not a newly disclosed prompt-injection vulnerability. A product\u2019s governance claims should be evaluated through the records and controls it can actually produce in the organization\u2019s environment.<\/p>\n<p>Choose a few testable questions: which deployments exist, who owns them, which sensitive data they can reach and what changed after a finding. Connect policy decisions to those records so that an audit trail reflects operational behavior.<\/p>\n<p><a href=\"https:\/\/blog.qualys.com\/product-tech\/2026\/07\/29\/ai-governance-evidence-gap-totalai\">Read the original source<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Qualys frames an operational evidence gap in a product article; organizations should test the claim against their own governance process.<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"bugskan_incident_id":"inc_ea4ca9aff1c0ab","bugskan_event_type":"research","bugskan_response":"unknown","bugskan_technical_severity":"","bugskan_technical_severity_source":"","bugskan_evidence_quality":"medium","bugskan_affected_scope":"Qualys\u2019s product-focused AI governance discussion.","bugskan_recommended_next_step":"Connect governance decisions to deployment, permission and remediation evidence.","bugskan_who_should_check":"","bugskan_material_updated_at":"2026-07-29T00:00:00Z","bugskan_reviewer_name":"","bugskan_reviewed_at":"","bugskan_legacy_state":"mapped","bugskan_featured":false,"bugskan_sample":false,"footnotes":""},"categories":[1],"tags":[],"bugskan_format":[3],"bugskan_technology":[],"class_list":["post-262","post","type-post","status-publish","format-standard","hentry","category-uncategorized","bugskan_format-research-explained"],"_links":{"self":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/262","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/comments?post=262"}],"version-history":[{"count":1,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/262\/revisions"}],"predecessor-version":[{"id":418,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/262\/revisions\/418"}],"wp:attachment":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/media?parent=262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/categories?post=262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/tags?post=262"},{"taxonomy":"bugskan_format","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/bugskan_format?post=262"},{"taxonomy":"bugskan_technology","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/bugskan_technology?post=262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}