{"apiVersion":"v1","generatedAt":"2026-05-16T15:20:21.858Z","canonicalUrl":"https://eduaipolicy.org/universities/virginia-polytechnic-institute-and-state-university","license":"CC-BY-4.0","trackerMetadataLicense":"CC-BY-4.0","sourcePolicy":"Tracker metadata is open licensed. Official source documents, page text, PDFs, and other source materials retain their original rights and terms.","sourceRightsPolicy":"Tracker metadata is open licensed. 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Official source documents, page text, PDFs, and other source materials retain their original rights and terms."},"data":{"schemaVersion":"uapt-policy-analysis-v1","apiVersion":"v1","entityType":"university","entitySlug":"virginia-polytechnic-institute-and-state-university","entityName":"Virginia Polytechnic Institute and State University","canonicalUrl":"https://eduaipolicy.org/universities/virginia-polytechnic-institute-and-state-university","publicJsonUrl":"https://eduaipolicy.org/api/public/v1/analysis/universities/virginia-polytechnic-institute-and-state-university.json","generatedAt":"2026-05-16T13:59:00.000Z","basedOnClaimIds":["cl-vt-ai-tool-treatment","cl-vt-public-ai-data-sharing","cl-vt-research-ai-use","cl-vt-teaching-course-guidance","cl-vt-undergraduate-ai-integrity"],"basedOnSourceUrls":["https://ai.vt.edu/tools.html","https://honorsystem.vt.edu/resources/syllabus.html","https://news.vt.edu/notices/2025/02/it-ai-best-practices.html","https://tlos.vt.edu/resources/generative-ai.html","https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.791,"coverageScore":{"score":100,"maxScore":100,"label":"broad_public_coverage","components":[{"key":"policy_presence","label":"Central AI policy or guidance source exists","points":15,"maxPoints":15,"status":"unclear","evidenceClaimIds":["cl-vt-undergraduate-ai-integrity","cl-vt-research-ai-use"],"reviewState":"machine_candidate"},{"key":"academic_integrity","label":"Academic integrity guidance","points":15,"maxPoints":15,"status":"restricted","evidenceClaimIds":["cl-vt-undergraduate-ai-integrity"],"reviewState":"machine_candidate"},{"key":"ai_disclosure","label":"AI disclosure guidance","points":15,"maxPoints":15,"status":"recommended","evidenceClaimIds":["cl-vt-research-ai-use"],"reviewState":"machine_candidate"},{"key":"coursework","label":"Coursework guidance","points":10,"maxPoints":10,"status":"restricted","evidenceClaimIds":["cl-vt-ai-tool-treatment","cl-vt-teaching-course-guidance","cl-vt-research-ai-use"],"reviewState":"machine_candidate"},{"key":"exams","label":"Exam or assessment guidance","points":10,"maxPoints":10,"status":"restricted","evidenceClaimIds":["cl-vt-ai-tool-treatment","cl-vt-undergraduate-ai-integrity","cl-vt-teaching-course-guidance"],"reviewState":"machine_candidate"},{"key":"privacy_data_entry","label":"Privacy or data-entry guidance","points":15,"maxPoints":15,"status":"restricted","evidenceClaimIds":["cl-vt-public-ai-data-sharing","cl-vt-research-ai-use"],"reviewState":"machine_candidate"},{"key":"approved_tools","label":"Approved tools, procurement, or licensed tools","points":10,"maxPoints":10,"status":"restricted","evidenceClaimIds":["cl-vt-ai-tool-treatment"],"reviewState":"machine_candidate"},{"key":"teaching_guidance","label":"Teaching or research guidance","points":10,"maxPoints":10,"status":"recommended","evidenceClaimIds":["cl-vt-undergraduate-ai-integrity","cl-vt-teaching-course-guidance","cl-vt-research-ai-use"],"reviewState":"machine_candidate"}],"reviewState":"machine_candidate","limitations":["Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."]},"dimensions":[{"key":"policy_presence","label":"Policy presence","status":"unclear","normalizedValue":"syllabus_ai_policy_honor_code_guidance","summary":"Virginia Polytechnic Institute and State University has 2 source-backed public claims for policy presence; deterministic analysis status: unclear.","explanation":"Whether the public record contains official AI policy or guidance sources. This unclear status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-undergraduate-ai-integrity","cl-vt-research-ai-use"],"evidenceSourceUrls":["https://honorsystem.vt.edu/resources/syllabus.html","https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.786,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"cl-vt-undergraduate-ai-integrity","sourceUrl":"https://honorsystem.vt.edu/resources/syllabus.html","sourceLanguage":"en","evidenceSnippet":"The Office of Undergraduate Academic Integrity encourages all faculty to state a clear policy on student use of generative AI for each class syllabus. Below are three possible policy statements, from permitting to prohibiting the use of generative AI in class, which can be adapted as needed.","sourceSnapshotHash":"9195706889551f4316474f05765125210ff5ba743e27d82f04b253dcb2fe6a3f","reviewState":"agent_reviewed"},{"claimId":"cl-vt-research-ai-use","sourceUrl":"https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html","sourceLanguage":"en","evidenceSnippet":"The resource helps faculty, students, and research staff apply AI transparently and in compliance with university and sponsor requirements and recommendations. Reflection prompts and real-world tips support ethical decision-making, documentation, and data protection.","sourceSnapshotHash":"34066ece5bd495c065ab518895fc94b2de77e61499039d4deb4944b8ade6a0fa","reviewState":"agent_reviewed"}]},{"key":"ai_disclosure","label":"AI disclosure","status":"recommended","normalizedValue":"research_ai_transparency_compliance_documentation_data_protection","summary":"Virginia Polytechnic Institute and State University has 1 source-backed public claim for ai disclosure; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses disclosure, acknowledgement, citation, or declaration of AI use. This recommended status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-research-ai-use"],"evidenceSourceUrls":["https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.774,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"cl-vt-research-ai-use","sourceUrl":"https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html","sourceLanguage":"en","evidenceSnippet":"The resource helps faculty, students, and research staff apply AI transparently and in compliance with university and sponsor requirements and recommendations. Reflection prompts and real-world tips support ethical decision-making, documentation, and data protection.","sourceSnapshotHash":"34066ece5bd495c065ab518895fc94b2de77e61499039d4deb4944b8ade6a0fa","reviewState":"agent_reviewed"}]},{"key":"coursework","label":"Coursework","status":"restricted","normalizedValue":"vetted_ai_tools_low_risk_public_data_for_unapproved_tools","summary":"Virginia Polytechnic Institute and State University has 3 source-backed public claims for coursework; deterministic analysis status: restricted.","explanation":"Whether public guidance addresses coursework, assignments, syllabi, papers, homework, or submitted work. This restricted status was derived from claim type, normalized value, and keyword rules over 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-ai-tool-treatment","cl-vt-teaching-course-guidance","cl-vt-research-ai-use"],"evidenceSourceUrls":["https://ai.vt.edu/tools.html","https://tlos.vt.edu/resources/generative-ai.html","https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.788,"evidenceCount":3,"sourceCount":3,"basis":[{"claimId":"cl-vt-ai-tool-treatment","sourceUrl":"https://ai.vt.edu/tools.html","sourceLanguage":"en","evidenceSnippet":"Virginia Tech provides access to vetted AI tools and platforms that align with our AI principles and governance framework. All tools undergo evaluation for security, privacy, effectiveness, and alignment with university values before approval for campus use. Note: If an AI tool is not explicitly approved, it may only be used with low-risk, public data.","sourceSnapshotHash":"8781e472b22589ee86712c43760978ebf53576f932fab894e35bf06f2b96476c","reviewState":"agent_reviewed"},{"claimId":"cl-vt-teaching-course-guidance","sourceUrl":"https://tlos.vt.edu/resources/generative-ai.html","sourceLanguage":"en","evidenceSnippet":"Faculty members in all disciplines need to understand how generative AI tools work, consider how they might enhance the student learning experience, recognize the potential risks associated with these tools, and establish carefully considered course policies to ensure they are used in pedagogically sound ways.","sourceSnapshotHash":"0efe2b87639b41c711415a486d97eb42a9bdcafcc7af6cd99872594f27fa5d1b","reviewState":"agent_reviewed"},{"claimId":"cl-vt-research-ai-use","sourceUrl":"https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html","sourceLanguage":"en","evidenceSnippet":"The resource helps faculty, students, and research staff apply AI transparently and in compliance with university and sponsor requirements and recommendations. Reflection prompts and real-world tips support ethical decision-making, documentation, and data protection.","sourceSnapshotHash":"34066ece5bd495c065ab518895fc94b2de77e61499039d4deb4944b8ade6a0fa","reviewState":"agent_reviewed"}]},{"key":"exams","label":"Exams","status":"restricted","normalizedValue":"vetted_ai_tools_low_risk_public_data_for_unapproved_tools","summary":"Virginia Polytechnic Institute and State University has 3 source-backed public claims for exams; deterministic analysis status: restricted.","explanation":"Whether public guidance addresses exams, tests, quizzes, or examination conditions. This restricted status was derived from claim type, normalized value, and keyword rules over 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-ai-tool-treatment","cl-vt-undergraduate-ai-integrity","cl-vt-teaching-course-guidance"],"evidenceSourceUrls":["https://ai.vt.edu/tools.html","https://honorsystem.vt.edu/resources/syllabus.html","https://tlos.vt.edu/resources/generative-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.796,"evidenceCount":3,"sourceCount":3,"basis":[{"claimId":"cl-vt-ai-tool-treatment","sourceUrl":"https://ai.vt.edu/tools.html","sourceLanguage":"en","evidenceSnippet":"Virginia Tech provides access to vetted AI tools and platforms that align with our AI principles and governance framework. All tools undergo evaluation for security, privacy, effectiveness, and alignment with university values before approval for campus use. Note: If an AI tool is not explicitly approved, it may only be used with low-risk, public data.","sourceSnapshotHash":"8781e472b22589ee86712c43760978ebf53576f932fab894e35bf06f2b96476c","reviewState":"agent_reviewed"},{"claimId":"cl-vt-undergraduate-ai-integrity","sourceUrl":"https://honorsystem.vt.edu/resources/syllabus.html","sourceLanguage":"en","evidenceSnippet":"The Office of Undergraduate Academic Integrity encourages all faculty to state a clear policy on student use of generative AI for each class syllabus. Below are three possible policy statements, from permitting to prohibiting the use of generative AI in class, which can be adapted as needed.","sourceSnapshotHash":"9195706889551f4316474f05765125210ff5ba743e27d82f04b253dcb2fe6a3f","reviewState":"agent_reviewed"},{"claimId":"cl-vt-teaching-course-guidance","sourceUrl":"https://tlos.vt.edu/resources/generative-ai.html","sourceLanguage":"en","evidenceSnippet":"Faculty members in all disciplines need to understand how generative AI tools work, consider how they might enhance the student learning experience, recognize the potential risks associated with these tools, and establish carefully considered course policies to ensure they are used in pedagogically sound ways.","sourceSnapshotHash":"0efe2b87639b41c711415a486d97eb42a9bdcafcc7af6cd99872594f27fa5d1b","reviewState":"agent_reviewed"}]},{"key":"privacy_data_entry","label":"Privacy and data entry","status":"restricted","normalizedValue":"no_personal_sensitive_high_risk_data_public_ai_tools","summary":"Virginia Polytechnic Institute and State University has 2 source-backed public claims for privacy and data entry; deterministic analysis status: restricted.","explanation":"Whether public guidance addresses personal, confidential, sensitive, regulated, or student data entry into AI tools. This restricted status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-public-ai-data-sharing","cl-vt-research-ai-use"],"evidenceSourceUrls":["https://news.vt.edu/notices/2025/02/it-ai-best-practices.html","https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.791,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"cl-vt-public-ai-data-sharing","sourceUrl":"https://news.vt.edu/notices/2025/02/it-ai-best-practices.html","sourceLanguage":"en","evidenceSnippet":"We ask that all members of our community not share any personal, sensitive or high-risk data in publicly available AI platforms (e.g. ChatGPT.com, DeepSeek.com). When such data is shared with open and publicly available AI tools, it can expose individuals and organizations to security, privacy, copyright, and intellectual property risks.","sourceSnapshotHash":"762cafb8a5791b3e197804ce419f2934a6d7c1be6a7cd278fd5be8faa424d346","reviewState":"agent_reviewed"},{"claimId":"cl-vt-research-ai-use","sourceUrl":"https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html","sourceLanguage":"en","evidenceSnippet":"The resource helps faculty, students, and research staff apply AI transparently and in compliance with university and sponsor requirements and recommendations. Reflection prompts and real-world tips support ethical decision-making, documentation, and data protection.","sourceSnapshotHash":"34066ece5bd495c065ab518895fc94b2de77e61499039d4deb4944b8ade6a0fa","reviewState":"agent_reviewed"}]},{"key":"academic_integrity","label":"Academic integrity","status":"restricted","normalizedValue":"syllabus_ai_policy_honor_code_guidance","summary":"Virginia Polytechnic Institute and State University has 1 source-backed public claim for academic integrity; deterministic analysis status: restricted.","explanation":"Whether public guidance connects AI use to academic integrity, misconduct, dishonesty, plagiarism, or cheating rules. This restricted status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-undergraduate-ai-integrity"],"evidenceSourceUrls":["https://honorsystem.vt.edu/resources/syllabus.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.799,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"cl-vt-undergraduate-ai-integrity","sourceUrl":"https://honorsystem.vt.edu/resources/syllabus.html","sourceLanguage":"en","evidenceSnippet":"The Office of Undergraduate Academic Integrity encourages all faculty to state a clear policy on student use of generative AI for each class syllabus. Below are three possible policy statements, from permitting to prohibiting the use of generative AI in class, which can be adapted as needed.","sourceSnapshotHash":"9195706889551f4316474f05765125210ff5ba743e27d82f04b253dcb2fe6a3f","reviewState":"agent_reviewed"}]},{"key":"approved_tools","label":"Approved tools","status":"restricted","normalizedValue":"vetted_ai_tools_low_risk_public_data_for_unapproved_tools","summary":"Virginia Polytechnic Institute and State University has 1 source-backed public claim for approved tools; deterministic analysis status: restricted.","explanation":"Whether public guidance identifies institutionally approved, licensed, procured, or enterprise AI tools. This restricted status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-ai-tool-treatment"],"evidenceSourceUrls":["https://ai.vt.edu/tools.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.808,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"cl-vt-ai-tool-treatment","sourceUrl":"https://ai.vt.edu/tools.html","sourceLanguage":"en","evidenceSnippet":"Virginia Tech provides access to vetted AI tools and platforms that align with our AI principles and governance framework. All tools undergo evaluation for security, privacy, effectiveness, and alignment with university values before approval for campus use. Note: If an AI tool is not explicitly approved, it may only be used with low-risk, public data.","sourceSnapshotHash":"8781e472b22589ee86712c43760978ebf53576f932fab894e35bf06f2b96476c","reviewState":"agent_reviewed"}]},{"key":"named_ai_services","label":"Named AI services","status":"restricted","normalizedValue":"vetted_ai_tools_low_risk_public_data_for_unapproved_tools","summary":"Virginia Polytechnic Institute and State University has 2 source-backed public claims for named ai services; deterministic analysis status: restricted.","explanation":"Whether public guidance names AI services such as ChatGPT, Copilot, Claude, Gemini, Grammarly, or DeepSeek. This restricted status was derived from claim type, normalized value, and keyword rules over 2 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-ai-tool-treatment","cl-vt-public-ai-data-sharing"],"evidenceSourceUrls":["https://ai.vt.edu/tools.html","https://news.vt.edu/notices/2025/02/it-ai-best-practices.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.808,"evidenceCount":2,"sourceCount":2,"basis":[{"claimId":"cl-vt-ai-tool-treatment","sourceUrl":"https://ai.vt.edu/tools.html","sourceLanguage":"en","evidenceSnippet":"Virginia Tech provides access to vetted AI tools and platforms that align with our AI principles and governance framework. All tools undergo evaluation for security, privacy, effectiveness, and alignment with university values before approval for campus use. Note: If an AI tool is not explicitly approved, it may only be used with low-risk, public data.","sourceSnapshotHash":"8781e472b22589ee86712c43760978ebf53576f932fab894e35bf06f2b96476c","reviewState":"agent_reviewed"},{"claimId":"cl-vt-public-ai-data-sharing","sourceUrl":"https://news.vt.edu/notices/2025/02/it-ai-best-practices.html","sourceLanguage":"en","evidenceSnippet":"We ask that all members of our community not share any personal, sensitive or high-risk data in publicly available AI platforms (e.g. ChatGPT.com, DeepSeek.com). When such data is shared with open and publicly available AI tools, it can expose individuals and organizations to security, privacy, copyright, and intellectual property risks.","sourceSnapshotHash":"762cafb8a5791b3e197804ce419f2934a6d7c1be6a7cd278fd5be8faa424d346","reviewState":"agent_reviewed"}]},{"key":"teaching_guidance","label":"Teaching guidance","status":"recommended","normalizedValue":"syllabus_ai_policy_honor_code_guidance","summary":"Virginia Polytechnic Institute and State University has 3 source-backed public claims for teaching guidance; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses instructors, teaching, classroom policy, assessment design, or syllabus language. This recommended status was derived from claim type, normalized value, and keyword rules over 3 supporting public claims. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-undergraduate-ai-integrity","cl-vt-teaching-course-guidance","cl-vt-research-ai-use"],"evidenceSourceUrls":["https://honorsystem.vt.edu/resources/syllabus.html","https://tlos.vt.edu/resources/generative-ai.html","https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.785,"evidenceCount":3,"sourceCount":3,"basis":[{"claimId":"cl-vt-undergraduate-ai-integrity","sourceUrl":"https://honorsystem.vt.edu/resources/syllabus.html","sourceLanguage":"en","evidenceSnippet":"The Office of Undergraduate Academic Integrity encourages all faculty to state a clear policy on student use of generative AI for each class syllabus. Below are three possible policy statements, from permitting to prohibiting the use of generative AI in class, which can be adapted as needed.","sourceSnapshotHash":"9195706889551f4316474f05765125210ff5ba743e27d82f04b253dcb2fe6a3f","reviewState":"agent_reviewed"},{"claimId":"cl-vt-teaching-course-guidance","sourceUrl":"https://tlos.vt.edu/resources/generative-ai.html","sourceLanguage":"en","evidenceSnippet":"Faculty members in all disciplines need to understand how generative AI tools work, consider how they might enhance the student learning experience, recognize the potential risks associated with these tools, and establish carefully considered course policies to ensure they are used in pedagogically sound ways.","sourceSnapshotHash":"0efe2b87639b41c711415a486d97eb42a9bdcafcc7af6cd99872594f27fa5d1b","reviewState":"agent_reviewed"},{"claimId":"cl-vt-research-ai-use","sourceUrl":"https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html","sourceLanguage":"en","evidenceSnippet":"The resource helps faculty, students, and research staff apply AI transparently and in compliance with university and sponsor requirements and recommendations. Reflection prompts and real-world tips support ethical decision-making, documentation, and data protection.","sourceSnapshotHash":"34066ece5bd495c065ab518895fc94b2de77e61499039d4deb4944b8ade6a0fa","reviewState":"agent_reviewed"}]},{"key":"research_guidance","label":"Research guidance","status":"recommended","normalizedValue":"research_ai_transparency_compliance_documentation_data_protection","summary":"Virginia Polytechnic Institute and State University has 1 source-backed public claim for research guidance; deterministic analysis status: recommended.","explanation":"Whether public guidance addresses research use, publication ethics, research data, grants, or human-subjects compliance. This recommended status was derived from claim type, normalized value, and keyword rules over 1 supporting public claim. Review the basis array before reusing this as a policy conclusion.","evidenceClaimIds":["cl-vt-research-ai-use"],"evidenceSourceUrls":["https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html"],"sourceLanguages":["en"],"reviewState":"machine_candidate","confidence":0.774,"evidenceCount":1,"sourceCount":1,"basis":[{"claimId":"cl-vt-research-ai-use","sourceUrl":"https://www.research.vt.edu/research-support/forms-guidance/sirc/considerations-responsible-ethical-use-ai.html","sourceLanguage":"en","evidenceSnippet":"The resource helps faculty, students, and research staff apply AI transparently and in compliance with university and sponsor requirements and recommendations. Reflection prompts and real-world tips support ethical decision-making, documentation, and data protection.","sourceSnapshotHash":"34066ece5bd495c065ab518895fc94b2de77e61499039d4deb4944b8ade6a0fa","reviewState":"agent_reviewed"}]},{"key":"security_procurement","label":"Security and procurement","status":"not_mentioned","summary":"No source-backed public claim about AI security review or procurement is present in this profile.","explanation":"This is an absence-of-evidence marker for the current tracker profile, not proof that no such policy exists.","evidenceClaimIds":[],"evidenceSourceUrls":[],"sourceLanguages":[],"reviewState":"machine_candidate","confidence":0,"evidenceCount":0,"sourceCount":0,"notMentionedReason":"The current public tracker record does not contain claim evidence about security review, procurement, vendor approval, risk assessment, authentication, SSO, or enterprise licensing.","basis":[]}],"limitations":["Policy analysis profiles are deterministic summaries of public tracker claims and are not final policy conclusions.","Policy Coverage Score measures breadth of public, source-backed coverage; it is not a policy quality score, strictness score, legal adequacy score, safety score, or institutional compliance score.","This tracker is not legal advice, not academic integrity advice, and not an official university statement unless a linked source is the university's own official page."],"suggestedCitation":"University AI Policy Tracker. \"Virginia Polytechnic Institute and State University policy analysis profile.\" Version v1. https://eduaipolicy.org/universities/virginia-polytechnic-institute-and-state-university"}}