{"id":79,"date":"2026-10-29T06:46:48","date_gmt":"2026-10-29T06:46:48","guid":{"rendered":"https:\/\/bugskan.com\/?p=79"},"modified":"2026-10-29T06:46:48","modified_gmt":"2026-10-29T06:46:48","slug":"ai-security-product-claims-need-an-evidence-based-evaluation","status":"publish","type":"post","link":"https:\/\/bugskan.com\/index.php\/2026\/10\/29\/ai-security-product-claims-need-an-evidence-based-evaluation\/","title":{"rendered":"AI-security product claims need an evidence-based evaluation"},"content":{"rendered":"<p>Qualys\u2019 TotalAI article discusses prompt injection, data leakage, model misuse, and visibility into AI deployments. It presents a vendor\u2019s proposed approach to managing those risks.<\/p>\n<p>For a buyer, the useful next step is to translate broad coverage claims into testable questions: which assets are discovered, what permissions are examined, and what evidence accompanies a finding? A product\u2019s risk label should be traceable to a concrete condition.<\/p>\n<p>This is product analysis rather than an incident report. The source does not establish that a product called \u201cInvestments\u201d was compromised, and this brief does not independently validate the vendor\u2019s effectiveness claims.<\/p>\n<p><a href=\"https:\/\/blog.qualys.com\/product-tech\/2024\/12\/05\/secure-your-generative-investments-qualys-advances-enterprise-trurisk-platform-with-qualys-totalai-to-protect-your-llm-investments\">Read the original source<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Qualys describes its approach to AI and LLM risk. Read it as a vendor product account, not a breach disclosure.<\/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_b77bb9c11a5a42","bugskan_event_type":"research","bugskan_response":"unknown","bugskan_technical_severity":"","bugskan_technical_severity_source":"","bugskan_evidence_quality":"medium","bugskan_affected_scope":"","bugskan_recommended_next_step":"","bugskan_who_should_check":"","bugskan_material_updated_at":"2024-12-05T00:00:00Z","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-79","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\/79","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=79"}],"version-history":[{"count":1,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/79\/revisions"}],"predecessor-version":[{"id":314,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/79\/revisions\/314"}],"wp:attachment":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/media?parent=79"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/categories?post=79"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/tags?post=79"},{"taxonomy":"bugskan_format","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/bugskan_format?post=79"},{"taxonomy":"bugskan_technology","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/bugskan_technology?post=79"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}