{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_wilowrid","slug":"wilowrid","name":"Wilowrid","type":"product","url":"https://wilowrid.com","page_url":"https://unfragile.ai/wilowrid","categories":["text-writing"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_wilowrid__cap_0","uri":"capability://data.processing.analysis.video.to.text.transcription.with.speaker.diarization","name":"video-to-text transcription with speaker diarization","description":"Converts video files into accurate text transcripts by processing audio streams through speech-to-text models with speaker identification. The system likely uses deep learning-based ASR (automatic speech recognition) with diarization to distinguish between multiple speakers, handling various audio qualities and background noise through preprocessing pipelines. Supports multiple video formats (MP4, WebM, MOV) and extracts audio tracks before transcription.","intents":["I need to convert a YouTube video into a searchable text transcript without manual transcription","I want to identify who said what in a multi-speaker podcast or interview video","I need accurate transcripts from videos with varying audio quality and background noise"],"best_for":["YouTube creators producing long-form content","Podcast producers needing searchable archives","SEO teams extracting keyword-rich content from video"],"limitations":["Transcription accuracy varies with audio quality; background noise and accents may reduce precision below 95%","Speaker diarization may struggle with more than 5-6 concurrent speakers or overlapping dialogue","Processing time scales with video length; 60-minute videos may require 5-15 minutes depending on infrastructure","No real-time streaming transcription — requires full video upload before processing begins"],"requires":["Video file in supported format (MP4, WebM, MOV, AVI minimum)","Audio track present in video (mono or stereo)","Internet connection for cloud processing","Active Wilowrid account with sufficient API quota"],"input_types":["video files (MP4, WebM, MOV, AVI)","video URLs (YouTube, Vimeo, direct links)","audio files (MP3, WAV, M4A)"],"output_types":["plain text transcript","timestamped transcript (SRT/VTT format)","speaker-labeled transcript (JSON or structured format)"],"categories":["data-processing-analysis","speech-recognition"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wilowrid__cap_1","uri":"capability://text.generation.language.ai.powered.article.generation.from.transcripts","name":"ai-powered article generation from transcripts","description":"Transforms raw transcripts into SEO-optimized blog articles by applying large language models (likely GPT-4 or similar) with prompt engineering for structure, tone, and keyword optimization. The system likely uses multi-stage generation: extracting key topics from transcripts, organizing into article sections (intro, body, conclusion), and applying brand voice templates. May include built-in editing for readability, headline generation, and meta description creation.","intents":["I want to automatically turn a video transcript into a polished blog post without hiring a writer","I need multiple article variations from one video to target different keywords and audiences","I want to maintain my brand voice and tone while converting video content to written format"],"best_for":["Content marketing teams managing high-volume video-to-blog workflows","Solo creators who lack writing resources","SEO professionals optimizing for both video and text search rankings"],"limitations":["Generated articles may require 20-40% manual editing for factual accuracy and brand alignment","LLM-based generation can introduce hallucinations or misinterpretations of technical content","Article quality degrades with low-quality transcripts (>5% error rate in source transcript)","No built-in fact-checking; generated claims are not verified against external sources","Tone customization limited to preset templates; fine-grained voice control requires manual prompting"],"requires":["Accurate transcript (ideally <3% error rate)","Target audience/keyword list (optional but recommended)","Brand voice guidelines or tone reference (optional)","Wilowrid API key or web interface access"],"input_types":["plain text transcript","timestamped transcript","speaker-labeled transcript","keyword/topic list (optional)"],"output_types":["markdown article","HTML article","plain text article","structured JSON (title, sections, metadata)"],"categories":["text-generation-language","content-creation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wilowrid__cap_2","uri":"capability://automation.workflow.multi.format.article.export.and.publishing.integration","name":"multi-format article export and publishing integration","description":"Enables one-click export of generated articles to multiple formats and direct publishing to content platforms (WordPress, Medium, Substack, LinkedIn) via API integrations or OAuth flows. The system manages format conversion (markdown to HTML, plain text to formatted blog post), metadata injection (SEO tags, featured images, author info), and scheduling. Likely includes template-based formatting to match platform-specific requirements (character limits, image dimensions, link formatting).","intents":["I want to publish the same article to my WordPress blog, Medium, and LinkedIn simultaneously","I need to export articles in multiple formats for different distribution channels","I want to schedule article publication across platforms without manual copy-pasting"],"best_for":["Multi-platform content distributors maximizing reach","WordPress/Medium/Substack creators automating publishing workflows","Content teams managing editorial calendars across channels"],"limitations":["Platform integrations limited to major services (WordPress, Medium, Substack, LinkedIn); no support for Hashnode, Dev.to, or niche platforms","Scheduling features may not sync with platform-native scheduling; requires manual time zone handling","Format conversion may strip custom styling or embedded media; requires manual review before publishing","OAuth token refresh and error handling not transparent; failed publishes may require manual retry"],"requires":["Active accounts on target publishing platforms","OAuth credentials or API keys for each platform","Wilowrid account with publishing tier access","Platform-specific permissions (editor role minimum)"],"input_types":["generated article (markdown, HTML, plain text)","metadata (title, description, tags, featured image URL)","scheduling parameters (publish date, time)"],"output_types":["published blog post (WordPress, Medium, Substack, LinkedIn)","exported file (DOCX, PDF, markdown)","scheduled publication confirmation"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wilowrid__cap_3","uri":"capability://data.processing.analysis.seo.optimization.and.keyword.targeting","name":"seo optimization and keyword targeting","description":"Analyzes generated articles and applies SEO best practices including keyword density optimization, heading structure (H1/H2/H3 hierarchy), meta description generation, and internal linking suggestions. The system likely uses keyword research APIs (SEMrush, Ahrefs, or proprietary) to identify target keywords from video content, then injects them strategically into article text, titles, and metadata. May include readability scoring (Flesch-Kincaid, Gunning Fog) and recommendations for improving search ranking potential.","intents":["I want to optimize generated articles for specific keywords without manual SEO work","I need to ensure my articles follow SEO best practices for Google ranking","I want to identify high-value keywords from my video content and target them in written articles"],"best_for":["SEO-focused content teams optimizing for organic search","YouTube creators expanding into blog content for search visibility","Digital marketers managing content calendars with keyword targets"],"limitations":["Keyword optimization may result in awkward phrasing or keyword stuffing if not carefully tuned","SEO recommendations are generic; no account for competitor analysis or niche-specific ranking factors","Meta description generation limited to 160 characters; may not capture article nuance","Internal linking suggestions require manual verification and may not align with site structure","No real-time SERP tracking; recommendations based on static keyword data, not live ranking positions"],"requires":["Target keywords or topic list","Existing article content (generated or manual)","Optional: SEO tool API keys (SEMrush, Ahrefs) for enhanced keyword research","Wilowrid account with SEO features enabled"],"input_types":["article text (markdown, HTML, plain text)","target keywords (list or comma-separated)","competitor URLs (optional, for benchmarking)"],"output_types":["SEO score (0-100)","keyword density report","heading structure recommendations","meta description (auto-generated)","readability metrics"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wilowrid__cap_4","uri":"capability://text.generation.language.customizable.article.tone.and.brand.voice.templates","name":"customizable article tone and brand voice templates","description":"Provides preset tone templates (professional, casual, technical, storytelling) and brand voice customization to ensure generated articles match creator preferences. The system likely uses prompt engineering with tone descriptors and example articles to guide LLM output, or fine-tuned models trained on brand-specific writing samples. May include tone sliders (formality, enthusiasm, technical depth) for granular control over article voice without requiring manual editing.","intents":["I want all generated articles to match my brand voice and writing style automatically","I need to generate articles in different tones for different audience segments","I want to avoid generic AI-written content that doesn't sound like my brand"],"best_for":["Established brands with strong voice guidelines","Content creators with distinctive writing styles","Multi-brand content agencies managing client-specific voices"],"limitations":["Preset templates are generic; may not capture unique brand voice without extensive customization","Fine-tuning on brand samples requires manual training data collection and may add processing time","Tone consistency degrades with longer articles (>2000 words); voice may drift in later sections","No A/B testing framework to measure tone effectiveness or audience preference","Tone customization limited to English; multilingual voice preservation not supported"],"requires":["Brand voice guidelines or style guide (optional but recommended)","Sample articles or writing samples for tone training (optional)","Wilowrid account with tone customization features","Clear tone preference (preset or custom parameters)"],"input_types":["tone preset selection (professional, casual, technical, etc.)","tone parameters (formality slider, enthusiasm level, technical depth)","brand voice guidelines (text or document)","sample articles for style matching"],"output_types":["tone-customized article","tone consistency report","voice matching score (0-100)"],"categories":["text-generation-language","content-creation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wilowrid__cap_5","uri":"capability://automation.workflow.batch.video.processing.and.bulk.article.generation","name":"batch video processing and bulk article generation","description":"Enables processing multiple videos in parallel to generate articles at scale, with queue management and progress tracking. The system likely uses distributed task processing (Celery, Bull, or similar) to handle concurrent transcription and article generation jobs, with database persistence for tracking job status, retry logic for failed transcriptions, and webhook notifications for completion. May include bulk upload via CSV (video URLs) and batch export of all generated articles.","intents":["I want to process 50+ videos at once without waiting for each to complete individually","I need to track progress on multiple video-to-article conversions across my team","I want to generate articles from my entire video library in one workflow"],"best_for":["Content agencies managing high-volume client projects","YouTube channels with large back-catalogs","Enterprise teams repurposing video libraries at scale"],"limitations":["Batch processing may have queue limits (e.g., max 100 concurrent jobs); exceeding limits requires waiting","Processing time scales linearly with batch size; 100 videos may require 2-4 hours depending on video length","No built-in deduplication; processing similar videos generates redundant articles","Batch export may timeout for very large batches (>500 articles); requires pagination or streaming export","Failed jobs in batch may not auto-retry; manual intervention required for troubleshooting"],"requires":["Wilowrid account with batch processing tier","CSV file with video URLs or direct video file uploads","Sufficient API quota for batch size","Webhook endpoint (optional, for completion notifications)"],"input_types":["CSV file (video URLs, metadata)","video file uploads (multiple files)","batch configuration (tone, keywords, export format)"],"output_types":["batch job ID and status tracking","progress dashboard (% complete, ETA)","bulk article export (ZIP file or database export)","webhook notifications (job completion, errors)"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wilowrid__cap_6","uri":"capability://data.processing.analysis.video.content.analysis.and.key.topic.extraction","name":"video content analysis and key topic extraction","description":"Analyzes video transcripts to automatically identify key topics, themes, and discussion points, extracting them as structured data (topic list, summary bullets, key quotes). The system likely uses NLP techniques (named entity recognition, topic modeling, extractive summarization) to identify important segments and generate a content outline before article generation. May include automatic timestamp linking to original video for reference.","intents":["I want to quickly understand the main topics covered in a video without watching it entirely","I need to extract key quotes and discussion points from interviews or podcasts","I want to generate article outlines automatically from video content"],"best_for":["Content researchers analyzing video libraries","Podcast producers creating show notes and summaries","Journalists extracting quotes and key points from interviews"],"limitations":["Topic extraction may miss nuanced or implicit topics; requires manual review for accuracy","Key quote extraction may select out-of-context statements; requires editorial review","Named entity recognition may struggle with domain-specific terminology or proper nouns","Topic modeling works best on transcripts >1000 words; short videos produce generic topics","No semantic understanding of topic importance; all extracted topics weighted equally"],"requires":["Video transcript (generated or provided)","Minimum transcript length (ideally >500 words for accurate extraction)","Wilowrid account with content analysis features"],"input_types":["video transcript (plain text or timestamped)","video metadata (title, description, duration)"],"output_types":["topic list (ranked by relevance)","summary bullets (3-5 key points)","key quotes with timestamps","article outline (hierarchical structure)","structured JSON (topics, quotes, timestamps)"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_wilowrid__cap_7","uri":"capability://text.generation.language.interactive.article.editor.with.ai.assisted.refinement","name":"interactive article editor with ai-assisted refinement","description":"Provides a web-based editor for reviewing and refining generated articles with inline AI suggestions for improving clarity, tone, and SEO. The system likely integrates real-time spell-checking, grammar correction (Grammarly-like), and contextual suggestions for rephrasing sentences or expanding sections. May include AI-powered section expansion (e.g., 'expand this paragraph by 50 words') and automatic citation/source linking if original video sources are available.","intents":["I want to quickly edit and polish generated articles without using external tools","I need AI suggestions to improve article clarity and readability in real-time","I want to expand or condense sections of generated articles without rewriting from scratch"],"best_for":["Content creators who want lightweight editing without leaving the platform","Teams collaborating on article refinement","Non-writers who need AI assistance to improve article quality"],"limitations":["Editor may not support advanced formatting (tables, embedded media, custom CSS)","AI suggestions are context-aware but may not understand domain-specific terminology","Collaborative editing features (if present) may have latency or conflict resolution issues","No version control or revision history; changes are not tracked for audit purposes","Export from editor may lose formatting or require manual cleanup"],"requires":["Wilowrid account with editor access","Generated article or manual article upload","Modern web browser (Chrome, Firefox, Safari, Edge)"],"input_types":["generated article (markdown, HTML, plain text)","manual text input or paste"],"output_types":["edited article (markdown, HTML, plain text)","export to publishing platforms","download as DOCX or PDF"],"categories":["text-generation-language","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Video file in supported format (MP4, WebM, MOV, AVI minimum)","Audio track present in video (mono or stereo)","Internet connection for cloud processing","Active Wilowrid account with sufficient API quota","Accurate transcript (ideally <3% error rate)","Target audience/keyword list (optional but recommended)","Brand voice guidelines or tone reference (optional)","Wilowrid API key or web interface access","Active accounts on target publishing platforms","OAuth credentials or API keys for each platform"],"failure_modes":["Transcription accuracy varies with audio quality; background noise and accents may reduce precision below 95%","Speaker diarization may struggle with more than 5-6 concurrent speakers or overlapping dialogue","Processing time scales with video length; 60-minute videos may require 5-15 minutes depending on infrastructure","No real-time streaming transcription — requires full video upload before processing begins","Generated articles may require 20-40% manual editing for factual accuracy and brand alignment","LLM-based generation can introduce hallucinations or misinterpretations of technical content","Article quality degrades with low-quality transcripts (>5% error rate in source transcript)","No built-in fact-checking; generated claims are not verified against external sources","Tone customization limited to preset templates; fine-grained voice control requires manual prompting","Platform integrations limited to major services (WordPress, Medium, Substack, LinkedIn); no support for Hashnode, Dev.to, or niche platforms","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.15000000000000002,"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":"2026-05-24T12:16:34.117Z","last_scraped_at":"2026-04-05T13:23:42.553Z","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=wilowrid","compare_url":"https://unfragile.ai/compare?artifact=wilowrid"}},"signature":"jaSe0vXx8Cq9Y/3xzTGmxMubl9wFCh10Lj6QxTKB30qb5JUWrnY+FA6Tw3P10Uv6HLXNASrUEzgLmAoVUhiMCg==","signedAt":"2026-06-22T08:41:05.565Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/wilowrid","artifact":"https://unfragile.ai/wilowrid","verify":"https://unfragile.ai/api/v1/verify?slug=wilowrid","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"}}