{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_video2quiz","slug":"video2quiz","name":"Video2Quiz","type":"product","url":"https://video2quiz.com","page_url":"https://unfragile.ai/video2quiz","categories":["automation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_video2quiz__cap_0","uri":"capability://data.processing.analysis.automatic.quiz.generation.from.video.content","name":"automatic-quiz-generation-from-video-content","description":"Extracts key concepts and learning objectives from uploaded video files (MP4, WebM, MOV) using speech-to-text transcription combined with NLP-based semantic analysis to automatically generate multiple-choice, true/false, and short-answer quiz questions. The system identifies salient topics through frequency analysis and contextual importance scoring, then templates these into assessment items without manual instructor input. Questions are generated with configurable difficulty levels and mapped to video timestamps for learner reference.","intents":["I need to quickly create knowledge checks for a 30-minute training video without spending 2 hours writing questions manually","I want to assess whether employees retained key concepts from onboarding videos without building custom assessments","I need to generate quiz content at scale across 50+ training videos in my LMS without hiring instructional designers"],"best_for":["HR teams and L&D departments using video-based onboarding or training programs","Corporate training managers needing low-stakes knowledge verification without custom assessment design","Educators in resource-constrained environments who need rapid assessment generation"],"limitations":["AI-generated questions often lack nuance, job-specificity, and contextual relevance required for rigorous competency assessments — typically require 30-50% manual editing for compliance or role-specific accuracy","No built-in support for domain-specific terminology or industry jargon — generic NLP may misinterpret specialized concepts in technical, medical, or legal training videos","Question quality degrades significantly for videos with poor audio quality, heavy accents, or background noise — transcription errors propagate into question generation","Limited ability to generate scenario-based or application-level questions — primarily produces recall and comprehension-level items","No support for video content with multiple speakers, overlapping dialogue, or rapid topic switching — assumes single-speaker, linear narrative structure"],"requires":["Video file in MP4, WebM, MOV, or AVI format (max 2GB per file on freemium tier)","Internet connection for cloud-based transcription and NLP processing","Video duration between 2 minutes and 120 minutes for optimal question generation","Audio track in English, Spanish, French, German, or Mandarin (language support varies by subscription tier)"],"input_types":["video files (MP4, WebM, MOV, AVI)","video URLs (YouTube, Vimeo, internal LMS links)","video transcripts (optional, to override auto-transcription)"],"output_types":["structured quiz JSON (question text, answer options, correct answer, difficulty level, video timestamp)","HTML/PDF quiz export for LMS import","SCORM-compliant assessment package"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_video2quiz__cap_1","uri":"capability://data.processing.analysis.video.transcript.extraction.and.indexing","name":"video-transcript-extraction-and-indexing","description":"Automatically transcribes video audio using cloud-based speech-to-text engines (likely Whisper API or similar) with timestamp-aligned output, then indexes the transcript for full-text search and concept extraction. Supports multiple languages and handles speaker diarization to distinguish between instructor and student voices. Transcripts are stored and linked to quiz questions, enabling learners to jump to relevant video segments when reviewing incorrect answers.","intents":["I need searchable transcripts of all training videos so employees can find specific topics without rewatching entire videos","I want to link quiz answers back to the exact moment in the video where that concept was taught","I need to extract and index key terminology from training videos for compliance documentation"],"best_for":["L&D teams managing large video libraries who need full-text search across training content","Compliance-heavy industries (finance, healthcare, legal) requiring documented evidence of training content","Accessibility teams needing captions and transcripts for ADA/WCAG compliance"],"limitations":["Transcription accuracy typically 85-95% depending on audio quality — technical jargon, proper nouns, and accented speech frequently misrecognized","Speaker diarization unreliable with >3 simultaneous speakers or overlapping dialogue — may merge or mislabel speaker turns","Timestamp alignment drifts on videos with variable playback speed, audio gaps, or post-production editing","No support for non-speech audio (background music, sound effects) — may incorrectly transcribe as speech","Freemium tier likely limits transcript storage or search functionality — premium tier required for large-scale indexing"],"requires":["Video file with clear, audible audio track (minimum 16kHz sample rate)","Internet connection for cloud transcription processing","Supported language (English, Spanish, French, German, Mandarin, Japanese, Korean, etc. — varies by tier)"],"input_types":["video files (MP4, WebM, MOV, AVI)","video URLs (YouTube, Vimeo, internal LMS)"],"output_types":["timestamped transcript (VTT, SRT, JSON format)","searchable transcript index","speaker-labeled transcript with diarization","caption file for video player integration"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_video2quiz__cap_2","uri":"capability://automation.workflow.customizable.quiz.question.templates","name":"customizable-quiz-question-templates","description":"Provides configurable question type templates (multiple-choice with 2-5 options, true/false, fill-in-the-blank, matching, short-answer) with adjustable difficulty levels (recall, comprehension, application, analysis). Users can specify question count, topic focus areas, and preferred question types before generation. The system applies these constraints during the NLP-based question generation phase, filtering and re-ranking candidate questions to match specified parameters.","intents":["I need to generate only multiple-choice questions with 4 options for compatibility with our LMS","I want to create harder, application-level questions that test job-relevant skills, not just video recall","I need to focus quiz generation on specific topics from a 60-minute video rather than covering everything"],"best_for":["L&D teams with specific assessment requirements (question type, difficulty, topic coverage)","Educators designing competency-based assessments aligned to learning objectives","Organizations with LMS constraints requiring specific question formats"],"limitations":["Customization options are limited to question type and difficulty level — no support for custom question templates, branching logic, or adaptive question sequencing","Difficulty level customization is heuristic-based (keyword frequency, sentence complexity) rather than validated against actual learner performance — 'hard' questions may not be harder","Topic focus requires manual specification — no automatic topic detection or hierarchical topic mapping","Freemium tier likely restricts customization to basic presets; advanced templates may require premium subscription","No support for industry-specific question formats (case studies, scenario-based, simulation-based questions)"],"requires":["Video content already uploaded to Video2Quiz platform","User account with access to quiz customization settings (may require premium tier)"],"input_types":["configuration parameters (question type, difficulty, count, topic filters)","video content (already processed)"],"output_types":["customized quiz with specified question types and difficulty distribution","quiz metadata (question count, difficulty breakdown, topic coverage)"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_video2quiz__cap_3","uri":"capability://tool.use.integration.quiz.export.and.lms.integration","name":"quiz-export-and-lms-integration","description":"Exports generated quizzes in multiple formats (JSON, SCORM, QTI, CSV) compatible with major learning management systems (Canvas, Blackboard, Moodle, Cornerstone, SAP SuccessFactors). Supports direct API integration for one-click import into connected LMS instances, with automatic mapping of quiz metadata (title, description, difficulty, time limit) to LMS-specific fields. Preserves video timestamp links and learner tracking data across LMS boundaries.","intents":["I need to export this quiz to our Canvas LMS without manual reformatting or re-entry","I want to push generated quizzes directly to Moodle so they're immediately available to learners","I need to track quiz completion and scores in our HRIS system alongside video completion data"],"best_for":["Enterprise L&D teams using Canvas, Blackboard, Moodle, or Cornerstone LMS","Organizations with existing LMS investments who need seamless quiz integration","HR teams managing compliance training who need centralized tracking across multiple systems"],"limitations":["LMS integration limited to major platforms — niche or legacy LMS systems may not be supported","SCORM/QTI export may lose advanced question features (branching, adaptive logic, custom scoring) due to format limitations","Timestamp-linked video playback may not work across all LMS players — depends on LMS support for custom video integrations","Learner tracking data (quiz scores, attempts, time spent) may not sync bidirectionally — one-way export only on freemium tier","No support for custom LMS fields or organization-specific metadata mapping — generic field mapping only"],"requires":["Active LMS account (Canvas, Blackboard, Moodle, Cornerstone, SAP SuccessFactors, or other supported platform)","LMS API credentials or OAuth token for direct integration (if using API export)","Quiz already generated in Video2Quiz platform"],"input_types":["generated quiz (internal Video2Quiz format)","export format specification (SCORM, QTI, JSON, CSV)","LMS connection credentials (API key, OAuth token, or manual export)"],"output_types":["SCORM package (.zip with manifest, content, tracking)","QTI XML file (Question and Test Interoperability format)","CSV file (for manual LMS import)","JSON file (for custom integrations)","direct LMS import (if API integration enabled)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_video2quiz__cap_4","uri":"capability://data.processing.analysis.learner.performance.analytics.and.reporting","name":"learner-performance-analytics-and-reporting","description":"Tracks quiz completion rates, score distributions, time-to-completion, and question-level performance metrics (% correct per question, common wrong answers). Generates dashboards showing learner progress, knowledge gaps by topic, and comparative performance across cohorts. Analytics data is aggregated at individual, group, and organization levels with filtering by department, role, training program, or custom segments. Reports can be scheduled and exported to CSV, PDF, or pushed to external analytics platforms via webhook.","intents":["I need to see which employees haven't completed the onboarding quiz and which topics they're struggling with","I want to identify which quiz questions are confusing (high failure rate) so I can improve the training video","I need to generate a compliance report showing that 95% of employees passed the safety training quiz"],"best_for":["HR and L&D managers needing visibility into training effectiveness and learner progress","Compliance officers requiring audit trails and completion reporting for regulated training","Training program managers optimizing video content based on learner performance data"],"limitations":["Analytics limited to quiz performance — no integration with video engagement metrics (watch time, pause points, rewatch frequency) to correlate with quiz success","Freemium tier likely limits historical data retention (30-90 days) — long-term trend analysis requires premium subscription","No predictive analytics or early warning system for at-risk learners — only historical reporting","Cohort comparison limited to basic segmentation (department, role) — no support for custom learner attributes or dynamic cohort definitions","No integration with external analytics platforms (Tableau, Power BI, Looker) — data export only, no live dashboard embedding"],"requires":["Quiz completion data (learners must take quizzes for analytics to populate)","User account with analytics/reporting permissions (may require admin or manager role)","Minimum 10-20 quiz attempts for meaningful statistical analysis"],"input_types":["quiz completion events (learner ID, quiz ID, score, timestamp, question-level responses)","learner metadata (department, role, cohort, custom attributes)"],"output_types":["performance dashboard (web UI with charts, tables, filters)","CSV export (raw performance data)","PDF report (formatted compliance or summary report)","webhook payload (for external analytics platform integration)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_video2quiz__cap_5","uri":"capability://data.processing.analysis.multi.language.video.support.and.localization","name":"multi-language-video-support-and-localization","description":"Supports video content in multiple languages (English, Spanish, French, German, Mandarin, Japanese, Korean, etc. — varies by tier) with automatic language detection and transcription in the source language. Quiz questions are generated in the same language as the video source material. Premium tiers may support quiz translation to additional languages or multilingual quiz generation (questions in one language, answers in another) for international training programs.","intents":["I need to create quizzes from training videos in Spanish for our Latin American employees","I want to generate quizzes in multiple languages from a single English video for our global workforce","I need to ensure quiz language matches video language for consistency in our international onboarding program"],"best_for":["Global organizations with multilingual training programs and geographically distributed workforces","International L&D teams managing training content in multiple languages","Organizations expanding to new markets and needing rapid localization of training assessments"],"limitations":["Language support varies by subscription tier — freemium tier likely limited to English; additional languages require premium subscription","Transcription and question generation quality degrades for non-English languages — ASR models typically trained primarily on English data","No support for code-switching (mixing multiple languages in single video) — assumes single-language content","Quiz translation (if available) is machine-generated — may contain grammatical errors or cultural misinterpretations requiring manual review","Difficulty level customization may not translate across languages — 'hard' questions in English may be easier/harder in other languages due to vocabulary differences"],"requires":["Video content in supported language (English, Spanish, French, German, Mandarin, Japanese, Korean, etc.)","Clear audio with minimal background noise — transcription accuracy lower for non-English languages","Premium subscription for multi-language support (likely)"],"input_types":["video files in supported languages","language specification (auto-detect or manual selection)"],"output_types":["transcripts in source language","quizzes in source language","translated quizzes (if translation feature enabled)"],"categories":["data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_video2quiz__cap_6","uri":"capability://automation.workflow.video.upload.and.storage.management","name":"video-upload-and-storage-management","description":"Provides cloud-based video upload and storage with support for multiple video formats (MP4, WebM, MOV, AVI) and file sizes up to 2GB per video on freemium tier (higher on premium). Videos are stored securely with encryption at rest and in transit. Supports batch upload for multiple videos, progress tracking, and automatic video processing (transcoding, thumbnail generation, metadata extraction). Storage quota is tiered by subscription level with options to delete or archive old videos.","intents":["I need to upload 50 training videos at once without doing them one-by-one","I want to store training videos securely in the cloud without managing my own video server","I need to know how much storage I'm using and manage my video library efficiently"],"best_for":["L&D teams managing large video libraries without dedicated video hosting infrastructure","Organizations with security/compliance requirements for training video storage","Teams needing simple video management without complex DAM (Digital Asset Management) features"],"limitations":["File size limit of 2GB per video on freemium tier — longer videos or high-resolution content may require splitting or compression","Storage quota is fixed by subscription tier — no pay-as-you-go scaling; upgrading tier may be expensive for large libraries","No advanced video management features (version control, approval workflows, access control by role) — basic upload/delete only","Video transcoding may introduce quality loss or delays — processing time varies by file size and format","No support for live video streaming or real-time video processing — batch processing only"],"requires":["Internet connection with sufficient bandwidth for video upload (varies by file size)","Supported video format (MP4, WebM, MOV, AVI)","Active Video2Quiz account with available storage quota"],"input_types":["video files (MP4, WebM, MOV, AVI)","batch upload (multiple files)","video URLs (for import from external sources)"],"output_types":["stored video file (encrypted, with metadata)","video thumbnail (auto-generated)","video metadata (duration, resolution, format, upload date)"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_video2quiz__cap_7","uri":"capability://text.generation.language.quiz.review.and.manual.editing.interface","name":"quiz-review-and-manual-editing-interface","description":"Provides a web-based editor for reviewing and manually editing AI-generated quiz questions before publishing. Users can modify question text, answer options, correct answers, difficulty levels, and add explanations or hints. Supports bulk editing operations (change difficulty for multiple questions, add explanations in batch). Changes are tracked with version history, allowing rollback to previous versions. Editor includes a preview mode showing how questions will appear to learners.","intents":["I need to fix incorrect or confusing questions that the AI generated before students see them","I want to add job-specific context or explanations to make questions more relevant to our role requirements","I need to ensure all questions meet our quality standards before publishing to learners"],"best_for":["L&D teams and instructional designers who need quality control over AI-generated assessments","Organizations with strict compliance or competency requirements requiring manual review","Educators who want to customize AI-generated questions for specific learning objectives"],"limitations":["Manual editing is time-consuming — defeats the primary value proposition of 'quick quiz generation' if significant editing is required","No collaborative editing — only one user can edit a quiz at a time; no real-time collaboration or comment threads","Version history limited to basic rollback — no detailed change tracking or audit trail showing who changed what","No built-in quality validation — editor doesn't flag common issues (ambiguous questions, incorrect answers, missing explanations)","Freemium tier may limit editing capabilities or number of editable quizzes — premium tier required for unlimited editing"],"requires":["Quiz already generated in Video2Quiz platform","User account with editing permissions (may require instructor or admin role)"],"input_types":["AI-generated quiz (internal Video2Quiz format)","manual edits (question text, answer options, explanations, difficulty level)"],"output_types":["edited quiz (updated question text, answers, metadata)","version history (previous versions available for rollback)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Video file in MP4, WebM, MOV, or AVI format (max 2GB per file on freemium tier)","Internet connection for cloud-based transcription and NLP processing","Video duration between 2 minutes and 120 minutes for optimal question generation","Audio track in English, Spanish, French, German, or Mandarin (language support varies by subscription tier)","Video file with clear, audible audio track (minimum 16kHz sample rate)","Internet connection for cloud transcription processing","Supported language (English, Spanish, French, German, Mandarin, Japanese, Korean, etc. — varies by tier)","Video content already uploaded to Video2Quiz platform","User account with access to quiz customization settings (may require premium tier)","Active LMS account (Canvas, Blackboard, Moodle, Cornerstone, SAP SuccessFactors, or other supported platform)"],"failure_modes":["AI-generated questions often lack nuance, job-specificity, and contextual relevance required for rigorous competency assessments — typically require 30-50% manual editing for compliance or role-specific accuracy","No built-in support for domain-specific terminology or industry jargon — generic NLP may misinterpret specialized concepts in technical, medical, or legal training videos","Question quality degrades significantly for videos with poor audio quality, heavy accents, or background noise — transcription errors propagate into question generation","Limited ability to generate scenario-based or application-level questions — primarily produces recall and comprehension-level items","No support for video content with multiple speakers, overlapping dialogue, or rapid topic switching — assumes single-speaker, linear narrative structure","Transcription accuracy typically 85-95% depending on audio quality — technical jargon, proper nouns, and accented speech frequently misrecognized","Speaker diarization unreliable with >3 simultaneous speakers or overlapping dialogue — may merge or mislabel speaker turns","Timestamp alignment drifts on videos with variable playback speed, audio gaps, or post-production editing","No support for non-speech audio (background music, sound effects) — may incorrectly transcribe as speech","Freemium tier likely limits transcript storage or search functionality — premium tier required for large-scale indexing","builder identity is not verified yet","no observed match outcomes 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