{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_twelve-labs","slug":"twelve-labs","name":"Twelve Labs","type":"api","url":"https://twelvelabs.io","page_url":"https://unfragile.ai/twelve-labs","categories":["video-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_twelve-labs__cap_0","uri":"capability://video.semantic.video.search","name":"semantic video search","description":"Search across video libraries using natural language queries that understand visual, audio, and textual content semantically. Returns relevant video segments matching the semantic meaning of the query rather than just keyword matches.","intents":["Find specific moments in videos without manual review or timestamps","Locate content by describing what I see or hear rather than tags","Search across multiple videos simultaneously for similar scenes or dialogue","Discover video clips matching complex visual descriptions"],"best_for":["content creators","newsrooms","marketing teams","video editors","researchers"],"limitations":["Processing speed lags for very large video libraries","Accuracy depends on video quality and audio clarity","Complex multi-scene queries may return less precise results"],"requires":["Video files uploaded to Twelve Labs platform","API credentials for programmatic access","Sufficient API credits"],"input_types":["natural language text query"],"output_types":["video segments","timestamps","relevance scores"],"categories":["video","search","content discovery"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_1","uri":"capability://video.multimodal.video.indexing","name":"multimodal video indexing","description":"Automatically analyze and index video content across visual elements, audio/dialogue, and text overlays in a single pass. Creates a comprehensive searchable index without manual tagging or metadata entry.","intents":["Index large video libraries automatically without manual effort","Understand video content across multiple modalities simultaneously","Create searchable metadata for videos without hiring video taggers","Enable AI-powered video discovery across diverse content types"],"best_for":["content creators with large archives","newsrooms","marketing departments","educational institutions","media companies"],"limitations":["Processing time increases significantly with video length","Free tier credits deplete quickly on longer videos","Batch processing can be slow for enterprise-scale deployments"],"requires":["Video files in supported formats","API access to Twelve Labs platform","Processing credits or paid subscription"],"input_types":["video files"],"output_types":["indexed metadata","searchable index","semantic embeddings"],"categories":["video","indexing","metadata"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_10","uri":"capability://video.text.overlay.and.caption.recognition","name":"text overlay and caption recognition","description":"Extract and index text that appears in videos including captions, titles, graphics, and on-screen text. Makes text-based video content searchable.","intents":["Search videos by text that appears on screen","Extract captions and subtitles automatically","Find videos containing specific text or graphics","Index text-heavy video content for discovery"],"best_for":["content creators","newsrooms","educators","researchers"],"limitations":["Accuracy depends on text size, font, and video resolution","Stylized or decorative text may not be recognized","Multiple languages may require specific configuration"],"requires":["Videos with visible text content","Sufficient resolution for text recognition"],"input_types":["video files"],"output_types":["extracted text","text locations","timestamps","searchable index"],"categories":["video","ocr","text-recognition"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_11","uri":"capability://video.freemium.api.credit.system","name":"freemium api credit system","description":"Access video understanding capabilities through a freemium model with meaningful free API credits. Enables evaluation and small-scale usage without immediate payment.","intents":["Try Twelve Labs video features without paying upfront","Evaluate platform capabilities for my use case","Process small video libraries at no cost","Test integration before committing to paid plan"],"best_for":["individual developers","small teams","evaluating platforms","students"],"limitations":["Free tier credits deplete quickly on longer videos","Limited credits may not be sufficient for large projects","Conversion friction as free credits run out"],"requires":["Account creation","No payment method required initially"],"input_types":["video files"],"output_types":["indexed content","search results","API responses"],"categories":["video","pricing","freemium"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_2","uri":"capability://video.visual.content.recognition","name":"visual content recognition","description":"Identify and understand visual elements within videos including objects, people, scenes, actions, clothing, and spatial relationships. Enables searching by specific visual characteristics.","intents":["Find all instances of a specific object or person in video archives","Search for videos containing particular visual scenes or compositions","Locate content by describing clothing, colors, or visual attributes","Identify visual patterns across multiple videos"],"best_for":["video editors","content creators","marketing teams","security analysts","researchers"],"limitations":["Accuracy depends on video resolution and lighting conditions","May struggle with obscured or partially visible objects","Complex spatial relationships may be misinterpreted"],"requires":["Video content with clear visual elements","Sufficient API credits for processing"],"input_types":["video files"],"output_types":["object labels","scene descriptions","visual attributes","timestamps"],"categories":["video","computer vision","content analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_3","uri":"capability://video.audio.and.dialogue.transcription","name":"audio and dialogue transcription","description":"Extract and index spoken content from videos including dialogue, narration, and audio descriptions. Makes audio content searchable and enables queries based on what is said.","intents":["Search videos by dialogue or spoken phrases","Find all instances of specific speakers or voices","Locate content by what is discussed or mentioned","Create transcripts from video audio automatically"],"best_for":["newsrooms","podcasters","content creators","researchers","educators"],"limitations":["Accuracy depends on audio quality and background noise","Accents and unclear speech may reduce transcription accuracy","Multiple speakers may be difficult to distinguish"],"requires":["Videos with clear audio content","Supported audio formats and languages"],"input_types":["video files with audio"],"output_types":["transcripts","dialogue segments","speaker labels","timestamps"],"categories":["video","audio","transcription"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_4","uri":"capability://video.video.to.content.generation","name":"video-to-content generation","description":"Automatically generate new content from video sources including summaries, descriptions, clips, and repurposed assets. Enables content creators to quickly produce derivative content from existing videos.","intents":["Generate summaries or descriptions of long videos automatically","Create short clips from longer videos for social media","Repurpose video content into different formats or platforms","Produce metadata descriptions for video libraries"],"best_for":["content creators","marketing teams","social media managers","newsrooms"],"limitations":["Generated content may require human review and editing","Quality depends on source video clarity and structure","Creative direction may be limited by automation"],"requires":["Source videos indexed in Twelve Labs","API credits for generation requests"],"input_types":["video files","generation parameters"],"output_types":["text summaries","video clips","descriptions","metadata"],"categories":["video","content generation","marketing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_5","uri":"capability://video.video.library.organization","name":"video library organization","description":"Automatically organize and categorize video collections based on semantic understanding of content. Creates logical groupings and hierarchies without manual folder structure or tagging.","intents":["Organize large video archives without manual categorization","Group similar videos together automatically","Create searchable collections based on content themes","Maintain organized video libraries as new content is added"],"best_for":["content creators","media companies","newsrooms","educational institutions"],"limitations":["Organization logic may not match all use cases or preferences","Requires sufficient processing time for large libraries","May need manual refinement for specialized categorization"],"requires":["Video library uploaded to platform","API access and credits"],"input_types":["video files"],"output_types":["organized collections","category labels","hierarchical structure"],"categories":["video","organization","content management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_6","uri":"capability://video.api.first.video.integration","name":"api-first video integration","description":"Programmatic access to video understanding capabilities through well-documented REST APIs. Enables developers to integrate Twelve Labs video intelligence into custom applications and workflows.","intents":["Build custom video search into my application","Integrate video understanding into existing workflows","Automate video processing at scale","Create specialized video applications for specific use cases"],"best_for":["developers","software engineers","product teams","technical content creators"],"limitations":["Requires API knowledge and development skills","Rate limits apply based on subscription tier","Processing speed constraints affect real-time applications"],"requires":["API credentials and authentication","Developer environment setup","Understanding of REST APIs","Sufficient API credits"],"input_types":["API requests","video files","query parameters"],"output_types":["JSON responses","video metadata","search results"],"categories":["video","api","development"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_7","uri":"capability://video.batch.video.processing","name":"batch video processing","description":"Process multiple videos simultaneously or in queue for indexing and analysis. Enables efficient handling of large video collections without individual processing requests.","intents":["Index entire video libraries in one operation","Process hundreds of videos without manual intervention","Automate recurring video analysis tasks","Handle large-scale video ingestion workflows"],"best_for":["media companies","newsrooms","large content creators","enterprises"],"limitations":["Processing speed lags significantly for very large batches","May require extended processing time for enterprise deployments","Free tier credits deplete quickly with batch operations"],"requires":["Multiple video files","Batch API endpoints","Sufficient API credits for volume","Patience for processing completion"],"input_types":["multiple video files","batch configuration"],"output_types":["batch processing status","indexed metadata","completion reports"],"categories":["video","automation","batch-processing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_8","uri":"capability://video.cross.video.similarity.matching","name":"cross-video similarity matching","description":"Compare and identify similar content across multiple videos in a library. Finds duplicate, near-duplicate, or thematically similar video segments automatically.","intents":["Find duplicate or repurposed content in video archives","Identify similar scenes across different videos","Detect plagiarism or unauthorized content reuse","Discover thematically related videos automatically"],"best_for":["content creators","newsrooms","copyright enforcement teams","researchers"],"limitations":["Similarity thresholds may require tuning for specific use cases","Very similar but intentionally different content may be flagged","Processing time increases with library size"],"requires":["Multiple indexed videos in platform","Similarity matching API access"],"input_types":["video files","similarity parameters"],"output_types":["similarity scores","matching segments","comparison reports"],"categories":["video","analysis","comparison"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__cap_9","uri":"capability://video.temporal.video.segmentation","name":"temporal video segmentation","description":"Automatically identify and segment videos into meaningful scenes, shots, or temporal sections based on content changes. Creates chapter-like divisions without manual editing.","intents":["Break long videos into logical segments automatically","Create chapter markers for video navigation","Identify scene transitions and content changes","Enable precise timestamp-based searching"],"best_for":["video editors","content creators","educators","podcasters"],"limitations":["Segmentation logic may not match editorial preferences","Complex videos with gradual transitions may be segmented incorrectly","Requires manual review for precise editorial control"],"requires":["Video content with clear scene or topic changes","Segmentation API access"],"input_types":["video files"],"output_types":["segment timestamps","scene labels","chapter markers"],"categories":["video","editing","segmentation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_twelve-labs__headline","uri":"capability://data.processing.analysis.ai.powered.video.understanding.api","name":"ai-powered video understanding api","description":"Twelve Labs revolutionizes video content management with its AI-driven API that enables natural language search and intelligent video indexing, making it easier for users to find and repurpose video content without manual tagging.","intents":["best AI video indexing API","video search API for content creators","natural language video search tool","video content management solution","AI video analysis for marketing teams"],"best_for":["Content creators","Newsrooms","Marketing teams"],"limitations":["Processing speed may lag for large libraries","Free tier credits deplete quickly"],"requires":["API key for access"],"input_types":["video","audio","text"],"output_types":["metadata","search results","thematic clips"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":52,"verified":false,"data_access_risk":"moderate","permissions":["Video files uploaded to Twelve Labs platform","API credentials for programmatic access","Sufficient API credits","Video files in supported formats","API access to Twelve Labs platform","Processing credits or paid subscription","Videos with visible text content","Sufficient resolution for text recognition","Account creation","No payment method required initially"],"failure_modes":["Processing speed lags for very large video libraries","Accuracy depends on video quality and audio clarity","Complex multi-scene queries may return less precise results","Processing time increases significantly with video length","Free tier credits deplete quickly on longer videos","Batch processing can be slow for enterprise-scale deployments","Accuracy depends on text size, font, and video resolution","Stylized or decorative text may not be recognized","Multiple languages may require specific configuration","Limited credits may not be sufficient for large projects","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":0.28,"freshness":0.12}},"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=twelve-labs","compare_url":"https://unfragile.ai/compare?artifact=twelve-labs"}},"signature":"fCSA9ZP38UjfeO/b6D17HoifGyCGiBBNVT8a4ZdRKXJJUH/wHWI2wHYUan8Zq6cAk4PaoDdI7C2PqkU7xUO4Dg==","signedAt":"2026-06-21T13:12:43.095Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/twelve-labs","artifact":"https://unfragile.ai/twelve-labs","verify":"https://unfragile.ai/api/v1/verify?slug=twelve-labs","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"}}