{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_turnitin","slug":"turnitin","name":"Turnitin","type":"product","url":"https://www.turnitin.com","page_url":"https://unfragile.ai/turnitin","categories":["research-search"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_turnitin__cap_0","uri":"capability://research.plagiarism.detection.with.source.matching","name":"plagiarism-detection-with-source-matching","description":"Scans submitted documents against a massive database of web content, published materials, and institutional paper repositories to identify plagiarized passages. Provides detailed similarity scores and highlights matched sources with color-coded visualization.","intents":["I need to check if a student paper contains plagiarized content","I want to see exactly which sources a student copied from","I need to generate a plagiarism report to show a student their violations"],"best_for":["educators","instructors","academic institutions","assignment reviewers"],"limitations":["Cannot reliably detect sophisticated paraphrasing or AI-generated content","Requires institutional subscription for full database access","May produce false positives on common phrases"],"requires":["institutional Turnitin account","document submission in supported formats","access to comparison database"],"input_types":["PDF","Word documents","plain text","Google Docs"],"output_types":["originality report with similarity percentage","color-coded source matching visualization","detailed citation analysis"],"categories":["research","productivity","academic-integrity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_1","uri":"capability://research.originality.scoring.and.reporting","name":"originality-scoring-and-reporting","description":"Generates comprehensive originality reports that assign a similarity percentage to submitted work, indicating the proportion of content that matches existing sources. Reports include breakdowns by source type and severity indicators.","intents":["I need a quick metric to assess how original a submission is","I want to compare originality scores across multiple student submissions","I need to document plagiarism levels for academic integrity records"],"best_for":["instructors","academic administrators","plagiarism investigators"],"limitations":["Similarity percentage alone doesn't prove plagiarism intent","High similarity scores can result from legitimate citations or common knowledge","Doesn't account for proper attribution"],"requires":["submitted document","Turnitin account","originality report generation"],"input_types":["academic papers","essays","assignments"],"output_types":["similarity percentage score","originality report PDF","statistical breakdown by source type"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_10","uri":"capability://productivity.revision.tracking.and.version.comparison","name":"revision-tracking-and-version-comparison","description":"Tracks multiple submissions of the same assignment and compares versions to identify changes, improvements, and potential plagiarism patterns across revisions.","intents":["I want to see how a student's paper changed between submissions","I need to track if a student is making genuine revisions or just resubmitting plagiarized work","I want to monitor writing improvement over multiple drafts"],"best_for":["instructors allowing revisions","writing instructors","educators tracking student progress"],"limitations":["Requires multiple submissions to be useful","Comparison may be complex with significant rewrites"],"requires":["multiple student submissions","revision tracking enabled"],"input_types":["multiple document versions"],"output_types":["version comparison reports","change tracking","revision analysis"],"categories":["productivity","education"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_11","uri":"capability://productivity.institutional.analytics.and.reporting","name":"institutional-analytics-and-reporting","description":"Generates institution-wide analytics and reports on plagiarism trends, submission patterns, and academic integrity metrics across courses and departments.","intents":["I need to see plagiarism statistics across my entire institution","I want to identify departments or courses with high plagiarism rates","I need data to support academic integrity initiatives and policy decisions"],"best_for":["academic administrators","institutional leadership","academic integrity officers"],"limitations":["Requires institutional account with analytics access","Data privacy considerations for individual student information"],"requires":["institutional Turnitin account","analytics dashboard access","aggregated submission data"],"input_types":["institution-wide submission data"],"output_types":["plagiarism statistics","trend reports","departmental analytics","comparative metrics"],"categories":["productivity","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_12","uri":"capability://research.ai.generated.content.detection","name":"ai-generated-content-detection","description":"Analyzes submitted documents to identify content that may have been generated by AI language models, helping detect AI-assisted plagiarism and unauthorized use of AI writing tools.","intents":["I need to detect if a student used ChatGPT or other AI tools to write their paper","I want to identify AI-generated content mixed with student writing","I need to enforce policies against unauthorized AI use in assignments"],"best_for":["educators concerned about AI misuse","institutions with AI use policies","instructors verifying student authorship"],"limitations":["AI detection is imperfect and evolving as AI tools improve","Cannot definitively prove AI use, only flag suspicious patterns","May produce false positives on technical or formulaic writing"],"requires":["Turnitin account with AI detection feature","submitted document","AI detection enabled"],"input_types":["student submissions","essays","papers"],"output_types":["AI detection flags","confidence scores","suspicious passage identification"],"categories":["research","academic-integrity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_2","uri":"capability://productivity.lms.integrated.assignment.submission","name":"lms-integrated-assignment-submission","description":"Seamlessly integrates with Learning Management Systems like Canvas, Blackboard, and Google Classroom to enable direct assignment submission and plagiarism checking without leaving the LMS interface.","intents":["I want students to submit assignments directly through our LMS with automatic plagiarism checking","I need to streamline the assignment collection and review workflow","I want to avoid manual uploads and keep everything in one platform"],"best_for":["instructors using Canvas, Blackboard, or Google Classroom","institutions with LMS infrastructure","educators managing multiple courses"],"limitations":["Integration limited to specific LMS platforms","Requires institutional setup and configuration","Dependent on LMS API stability"],"requires":["compatible LMS account","Turnitin institutional license","LMS integration enabled by institution"],"input_types":["LMS assignment submissions"],"output_types":["originality reports within LMS","feedback annotations in submission interface"],"categories":["productivity","education-technology"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_3","uri":"capability://productivity.instructor.feedback.annotation","name":"instructor-feedback-annotation","description":"Allows instructors to add detailed comments, corrections, and feedback directly on student submissions with rich text formatting, rubric scoring, and predefined comment libraries.","intents":["I need to provide detailed feedback on specific sections of a student paper","I want to use rubrics to grade assignments consistently across students","I need to save time by using pre-written feedback comments for common issues"],"best_for":["instructors","writing instructors","educators providing detailed feedback"],"limitations":["Feedback tools are basic compared to dedicated writing feedback platforms","Predefined comments may not cover all scenarios"],"requires":["submitted document in Turnitin","instructor account","access to feedback tools"],"input_types":["student submissions","rubric templates"],"output_types":["annotated documents with comments","rubric scores","feedback summaries"],"categories":["productivity","education"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_4","uri":"capability://productivity.batch.document.processing","name":"batch-document-processing","description":"Processes multiple student submissions in bulk, generating plagiarism reports and originality scores for entire classes or assignment batches simultaneously.","intents":["I need to check plagiarism for 100+ student submissions at once","I want to generate reports for an entire class without processing each paper individually","I need to quickly identify which submissions require further review"],"best_for":["instructors with large classes","academic administrators","institutions processing high submission volumes"],"limitations":["Processing time depends on batch size and system load","Requires institutional account with batch processing capability"],"requires":["multiple student submissions","institutional Turnitin account","batch upload capability"],"input_types":["multiple documents in various formats"],"output_types":["batch originality reports","summary statistics","flagged submissions list"],"categories":["productivity","research"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_5","uri":"capability://research.institutional.paper.database.comparison","name":"institutional-paper-database-comparison","description":"Compares submitted documents against Turnitin's proprietary database of billions of previously submitted student papers from institutions worldwide, detecting reused content across institutions.","intents":["I need to detect if a student submitted a paper that was previously submitted elsewhere","I want to catch papers that have been recycled across multiple institutions","I need to identify coordinated plagiarism across different schools"],"best_for":["institutions with institutional Turnitin accounts","academic integrity officers","plagiarism investigators"],"limitations":["Only compares against papers in Turnitin database","Privacy concerns about storing student work indefinitely","Cannot detect papers submitted to competing systems"],"requires":["institutional Turnitin subscription","institutional database access","submitted document"],"input_types":["student papers"],"output_types":["matches against institutional database","cross-institutional plagiarism detection results"],"categories":["research","academic-integrity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_6","uri":"capability://research.web.content.plagiarism.detection","name":"web-content-plagiarism-detection","description":"Scans submitted documents against billions of indexed web pages, published articles, and online content to identify copied material from internet sources.","intents":["I need to check if a student copied content from websites or online articles","I want to detect internet plagiarism in student submissions","I need to identify which websites a student may have copied from"],"best_for":["educators","instructors","plagiarism checkers"],"limitations":["Cannot detect content from paywalled or subscription-only sources","Web index may lag behind newly published content","Cannot detect content behind login walls"],"requires":["Turnitin account","internet database access","submitted document"],"input_types":["student papers","essays","assignments"],"output_types":["web source matches","URLs of matched content","similarity percentages by source"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_7","uri":"capability://productivity.similarity.visualization.and.highlighting","name":"similarity-visualization-and-highlighting","description":"Provides color-coded visual representation of plagiarized content within documents, with different colors indicating different matched sources and severity levels of similarity.","intents":["I want to quickly see which parts of a paper are plagiarized at a glance","I need to understand the distribution of plagiarism throughout a document","I want to show a student exactly where they copied content"],"best_for":["instructors reviewing submissions","students understanding plagiarism violations","academic integrity officers"],"limitations":["Color coding may be difficult for colorblind users","Highlighting doesn't explain context or intent"],"requires":["originality report generated","document viewer access"],"input_types":["originality reports"],"output_types":["color-coded document visualization","highlighted plagiarized passages"],"categories":["productivity","visualization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_8","uri":"capability://research.plagiarism.severity.classification","name":"plagiarism-severity-classification","description":"Categorizes detected plagiarism by severity level, distinguishing between minor matches, paraphrasing issues, and verbatim copying to help instructors assess the seriousness of violations.","intents":["I need to determine if plagiarism is intentional or accidental","I want to differentiate between minor citation issues and serious plagiarism","I need to decide appropriate academic consequences based on violation severity"],"best_for":["instructors","academic integrity officers","disciplinary committees"],"limitations":["Severity classification is algorithmic and may not capture context","Cannot determine intent behind plagiarism","May misclassify paraphrasing as plagiarism"],"requires":["originality report","plagiarism detection analysis"],"input_types":["detected plagiarism instances"],"output_types":["severity classifications","violation categorizations"],"categories":["research","academic-integrity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__cap_9","uri":"capability://education.student.plagiarism.education.and.tutorials","name":"student-plagiarism-education-and-tutorials","description":"Provides educational resources and tutorials to help students understand plagiarism, proper citation methods, and how to use Turnitin reports to improve their writing.","intents":["I want to teach students what plagiarism is and how to avoid it","I need students to understand how to read and interpret their originality reports","I want to provide resources on proper citation and paraphrasing techniques"],"best_for":["students","writing instructors","academic support staff"],"limitations":["Educational resources may be limited or generic","Effectiveness depends on student engagement"],"requires":["student Turnitin account access","educational content availability"],"input_types":["student submissions","originality reports"],"output_types":["educational tutorials","citation guides","plagiarism prevention resources"],"categories":["education","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_turnitin__headline","uri":"capability://research.search.institutional.grade.plagiarism.detection.tool","name":"institutional-grade plagiarism detection tool","description":"Turnitin is the leading solution for detecting plagiarism in academic settings, providing comprehensive feedback and originality reports to enhance academic integrity and support educators and students alike.","intents":["best plagiarism detection tool","plagiarism detection for universities","top tools for academic integrity","plagiarism checker for K-12 institutions","best software for originality reports"],"best_for":["Universities","K-12 institutions"],"limitations":["High licensing costs","Privacy concerns regarding data retention"],"requires":["Institutional access"],"input_types":["Student submissions","Research papers"],"output_types":["Originality reports","Feedback for students"],"categories":["research-search"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":48,"verified":false,"data_access_risk":"high","permissions":["institutional Turnitin account","document submission in supported formats","access to comparison database","submitted document","Turnitin account","originality report generation","multiple student submissions","revision tracking enabled","analytics dashboard access","aggregated submission data"],"failure_modes":["Cannot reliably detect sophisticated paraphrasing or AI-generated content","Requires institutional subscription for full database access","May produce false positives on common phrases","Similarity percentage alone doesn't prove plagiarism intent","High similarity scores can result from legitimate citations or common knowledge","Doesn't account for proper attribution","Requires multiple submissions to be useful","Comparison may be complex with significant rewrites","Requires institutional account with analytics access","Data privacy considerations for individual student information","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.45,"quality":0.88,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:33.649Z","last_scraped_at":"2026-04-05T13:23:42.533Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=turnitin","compare_url":"https://unfragile.ai/compare?artifact=turnitin"}},"signature":"4WS2Ph9BQLVrfsgFogm1T+GC/FI0tZxGGMBQQa6horMctRFld0+Gx9y80x2PWhB4ddT5xqK8hII49X+atTmHDg==","signedAt":"2026-06-22T13:25:59.715Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/turnitin","artifact":"https://unfragile.ai/turnitin","verify":"https://unfragile.ai/api/v1/verify?slug=turnitin","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}