{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_hairstyleai","slug":"hairstyleai","name":"HairstyleAI","type":"product","url":"https://www.hairstyleai.com","page_url":"https://unfragile.ai/hairstyleai","categories":["image-generation"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_hairstyleai__cap_0","uri":"capability://image.visual.face.aware.hairstyle.transfer.with.generative.synthesis","name":"face-aware hairstyle transfer with generative synthesis","description":"Accepts user-uploaded portrait images and generates photorealistic previews of alternative hairstyles by performing semantic face segmentation, extracting facial geometry and skin tone, then conditioning a diffusion-based image generation model to synthesize new hair while preserving facial identity and background context. The system uses face detection and landmark estimation to anchor the hairstyle generation to the user's specific face shape and proportions.","intents":["I want to see how a specific hairstyle would look on my face before booking a salon appointment","I need to visualize multiple hairstyle options to decide which one suits my face shape","I want to preview a hairstyle without the commitment of actually cutting my hair"],"best_for":["Individuals considering significant hair changes seeking low-stakes preview validation","Users with straight to wavy hair types where AI texture modeling is most accurate","Salon clients preparing for consultations who want to arrive with specific visual references"],"limitations":["Does not account for individual hair texture, density, porosity, or curl pattern — generated previews assume idealized styling conditions","Struggles with non-Western and textured hair types due to training data bias toward Eurocentric aesthetics","Cannot predict real-world styling difficulty, maintenance requirements, or how styles perform under humidity or daily wear","Face landmark detection may fail or produce distorted results for extreme angles, occlusions, or non-standard facial geometries","Generated hairstyles may not accurately represent how color, highlights, or dimension would appear on actual hair"],"requires":["JPEG or PNG portrait image (minimum 512x512 resolution recommended)","Face clearly visible and unobstructed in uploaded image","Internet connection for cloud-based generative inference","Modern web browser with WebGL support for preview rendering"],"input_types":["image (portrait photo with visible face)"],"output_types":["image (photorealistic hairstyle preview)","metadata (hairstyle name/description, confidence scores)"],"categories":["image-visual","generative-ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_1","uri":"capability://search.retrieval.hairstyle.catalog.search.and.recommendation","name":"hairstyle catalog search and recommendation","description":"Provides a curated database of hairstyle templates indexed by attributes (length, texture, face shape compatibility, maintenance level, era/trend) that users can browse, filter, and select as conditioning inputs for the generative preview system. The search interface uses faceted navigation and semantic similarity matching to surface relevant styles based on user preferences and facial characteristics extracted from their uploaded photo.","intents":["I want to browse a collection of hairstyle ideas organized by face shape or hair type","I need to find hairstyles that match my lifestyle and maintenance preferences","I want to discover trending or classic styles that might suit my features"],"best_for":["Users uncertain about what hairstyle direction to explore and seeking inspiration","Salon clients wanting to communicate specific style references to their stylist","Individuals with limited hairstyle vocabulary seeking curated discovery"],"limitations":["Catalog diversity skews toward mainstream Western aesthetics — limited representation of textured, coily, or non-Western hairstyles","Recommendations may not account for hair health, damage, or growth stage constraints","Face shape compatibility recommendations are heuristic-based and may not generalize across ethnic and genetic variation","Hairstyle metadata (maintenance difficulty, styling time) is subjective and may not match individual user experience"],"requires":["Web browser access to hairstyle catalog interface","Optional: uploaded portrait image for face-shape-aware recommendations"],"input_types":["text (search queries, filter selections)","image (optional, for face-shape-aware filtering)"],"output_types":["structured data (hairstyle metadata: name, description, attributes, compatibility scores)","image (hairstyle reference photos)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_2","uri":"capability://safety.moderation.ephemeral.image.processing.with.zero.retention.privacy.model","name":"ephemeral image processing with zero-retention privacy model","description":"Implements a stateless image processing pipeline where user-uploaded portraits are processed in-memory for face detection, landmark extraction, and conditioning data generation, then immediately discarded after preview generation completes. No images, embeddings, or derived biometric data are persisted to disk, database, or training datasets — all processing occurs within a single request lifecycle with explicit memory cleanup.","intents":["I want to try hairstyles without my photo being stored, analyzed for ads, or used to train AI models","I need assurance that my biometric data (face geometry, skin tone) is not retained or shared","I want to use a beauty tool without privacy trade-offs common in social media filters"],"best_for":["Privacy-conscious users concerned about biometric data retention","Jurisdictions with strict data protection regulations (GDPR, CCPA) requiring explicit data minimization","Users skeptical of free beauty apps that monetize user data through training or advertising"],"limitations":["Cannot offer personalized recommendations across sessions because no user profile or history is retained","No ability to save or retrieve previous hairstyle previews — each session is isolated","Cannot implement collaborative features (sharing previews with friends, stylist consultations) without breaking privacy guarantees","Stateless architecture prevents A/B testing or performance optimization based on user interaction patterns"],"requires":["HTTPS connection (TLS 1.2+) for secure image transmission","Server-side memory allocation sufficient for concurrent image processing (estimated 50-100MB per request)","No persistent storage backend (database, S3, CDN) for image caching"],"input_types":["image (portrait, transmitted over encrypted connection)"],"output_types":["image (generated preview, served once then discarded)","metadata (processing status, error messages — no biometric data logged)"],"categories":["safety-moderation","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_3","uri":"capability://image.visual.real.time.hairstyle.preview.rendering.and.comparison","name":"real-time hairstyle preview rendering and comparison","description":"Generates and displays photorealistic hairstyle previews in a web-based interface with side-by-side comparison views, allowing users to rapidly iterate through multiple style options. The system batches generative requests to produce multiple hairstyle variations from a single uploaded photo, then renders previews with interactive zoom, pan, and detail inspection capabilities to evaluate how styles interact with facial features and skin tone.","intents":["I want to see multiple hairstyle options side-by-side to compare how they look on my face","I need to zoom in and inspect details of generated hairstyles to assess realism","I want fast iteration to explore many style variations before deciding on one"],"best_for":["Users with decision paralysis who benefit from rapid visual comparison","Individuals preparing for salon consultations who want to arrive with multiple reference images","Salon professionals seeking to streamline client consultations by pre-generating style options"],"limitations":["Batch generation of multiple styles increases latency and computational cost — typically 30-60 seconds for 4-6 variations","Side-by-side comparison may create false equivalence between AI-generated previews and real-world styling outcomes","Zoom inspection reveals artifacts and unrealistic details in generated hair (e.g., impossible strand patterns, unnatural light reflection)","Comparison interface does not account for how hairstyles perform under different lighting, humidity, or styling conditions"],"requires":["Modern web browser with GPU acceleration (WebGL 2.0) for smooth rendering","Minimum 4GB RAM for concurrent preview rendering","Internet connection with sufficient bandwidth for image transmission (estimated 2-5 Mbps)"],"input_types":["image (portrait photo)","text (hairstyle selection or search query)"],"output_types":["image (multiple hairstyle previews rendered in grid or carousel)","interactive UI (zoom, pan, detail inspection controls)"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_4","uri":"capability://data.processing.analysis.facial.geometry.extraction.and.face.shape.classification","name":"facial geometry extraction and face-shape classification","description":"Analyzes uploaded portrait images using face detection and landmark estimation to extract facial geometry (distance ratios, proportions, symmetry metrics) and classify face shape into categorical types (oval, round, square, heart, oblong, diamond). This extracted geometry serves as conditioning input for hairstyle recommendations and generative synthesis, enabling face-shape-aware styling suggestions and identity-preserving hairstyle transfer.","intents":["I want to know my face shape so I can find hairstyles that flatter my features","I need the system to understand my facial proportions to generate realistic hairstyle previews","I want hairstyle recommendations tailored to my specific face geometry"],"best_for":["Users unfamiliar with face shape terminology seeking to understand their facial proportions","Individuals wanting face-shape-aware hairstyle recommendations","Salon professionals needing objective facial geometry data to guide styling decisions"],"limitations":["Face shape classification is heuristic-based and does not account for ethnic and genetic variation in facial proportions — categories (oval, round, square) reflect Western beauty standards","Landmark detection fails or produces inaccurate results for extreme angles, occlusions (glasses, hair covering face), or non-standard facial geometries","Extracted proportions do not account for skin elasticity, bone structure beneath skin, or how face shape changes with age, weight, or expression","Face-shape-to-hairstyle compatibility rules are subjective and may not generalize across individual preferences and cultural aesthetics","Single-image analysis cannot capture how face shape appears from different angles or how hairstyles interact with profile view"],"requires":["Portrait image with face clearly visible and unobstructed","Frontal or near-frontal face orientation (±30 degrees)","Minimum 256x256 pixel resolution for reliable landmark detection"],"input_types":["image (portrait photo)"],"output_types":["structured data (face shape classification, landmark coordinates, proportion ratios)","text (face shape description and styling recommendations)"],"categories":["data-processing-analysis","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_5","uri":"capability://data.processing.analysis.hairstyle.to.face.shape.compatibility.scoring","name":"hairstyle-to-face-shape compatibility scoring","description":"Implements a rule-based or learned compatibility model that scores how well candidate hairstyles match the user's detected face shape, considering factors like frame width, length-to-width ratio, and feature prominence. The system ranks hairstyles by compatibility score to surface styles predicted to flatter the user's specific facial proportions, integrating face shape classification with the hairstyle catalog to enable personalized recommendations.","intents":["I want hairstyle recommendations that are specifically tailored to my face shape","I need to filter the hairstyle catalog to show only styles that would flatter my features","I want to understand why certain hairstyles are recommended for my face"],"best_for":["Users seeking personalized hairstyle recommendations based on facial geometry","Salon professionals wanting objective, data-driven styling guidance","Individuals with limited hairstyle knowledge seeking curated, face-shape-aware suggestions"],"limitations":["Compatibility rules reflect Western beauty standards and may not generalize across cultural aesthetics or individual preferences","Model does not account for hair texture, density, or styling difficulty — a compatible style may be impractical for the user's hair type","Scoring is based on static facial geometry from a single frontal image and does not account for how face shape appears from profile or three-quarter views","Recommendations may reinforce aesthetic biases by consistently suggesting mainstream styles and underrepresenting diverse, non-traditional options","User preferences often override geometric compatibility — individuals may prefer styles that don't match their face shape for cultural, personal, or fashion reasons"],"requires":["Completed facial geometry extraction and face shape classification","Hairstyle catalog with metadata tags for face shape compatibility"],"input_types":["structured data (face shape classification, facial proportion ratios)"],"output_types":["structured data (ranked hairstyle recommendations with compatibility scores)","text (explanation of why styles are recommended)"],"categories":["data-processing-analysis","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_6","uri":"capability://image.visual.identity.preserving.hairstyle.synthesis.with.facial.feature.anchoring","name":"identity-preserving hairstyle synthesis with facial feature anchoring","description":"Uses conditional diffusion models or similar generative architectures that accept face landmark coordinates and facial feature embeddings as conditioning inputs to synthesize new hairstyles while preserving facial identity, skin tone, and background context. The system masks out the original hair region, then generates replacement hair conditioned on the user's facial geometry and selected hairstyle template, ensuring the generated preview maintains recognizable facial features and natural integration with the face.","intents":["I want to see a hairstyle preview that looks like me, not a generic model","I need the generated hairstyle to blend naturally with my face and skin tone","I want to preview a hairstyle without the AI changing my facial features or background"],"best_for":["Users seeking photorealistic, personalized hairstyle previews that maintain their identity","Individuals with distinctive facial features or non-standard face shapes who need identity-preserving synthesis","Salon clients wanting previews that accurately represent how styles would look on them specifically"],"limitations":["Synthesis quality degrades for extreme face angles, occlusions, or non-standard facial geometries where landmark detection is unreliable","Generated hairstyles may not accurately represent how color, highlights, or dimension would appear on the user's actual hair color and tone","Synthesis does not account for individual hair texture, density, or curl pattern — assumes idealized, smooth styling","Artifacts may appear at hair-face boundaries where the generated hair meets the original face, particularly for complex hairstyles or textured hair","Identity preservation is approximate — the generated preview may not perfectly match the user's actual appearance under different lighting or angles"],"requires":["Facial landmark coordinates extracted from uploaded portrait","Facial feature embeddings or skin tone vector for conditioning","Hairstyle template or style description for conditioning the generative model","Computational resources for diffusion model inference (GPU recommended, 30-60 seconds per preview)"],"input_types":["image (portrait photo)","structured data (facial landmarks, feature embeddings)","text (hairstyle description or template selection)"],"output_types":["image (photorealistic hairstyle preview with preserved facial identity)"],"categories":["image-visual","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_7","uri":"capability://memory.knowledge.hairstyle.template.library.management.and.curation","name":"hairstyle template library management and curation","description":"Maintains a curated database of hairstyle reference images, metadata (name, description, length, texture, maintenance level, face shape compatibility, era/trend tags), and associated conditioning embeddings or style descriptors. The system allows administrators to add, update, and categorize hairstyles, and enables users to search, filter, and select templates as inputs for generative synthesis. Hairstyle metadata is indexed for faceted search and semantic similarity matching.","intents":["I want to browse a curated collection of hairstyles organized by attributes","I need to find hairstyles that match my preferences and lifestyle","I want to use a specific hairstyle as a reference for the AI to generate a preview"],"best_for":["Users seeking inspiration and discovery within a curated hairstyle collection","Salon professionals wanting to maintain a branded hairstyle library for client consultations","Administrators managing hairstyle content and ensuring diverse, inclusive representation"],"limitations":["Catalog diversity skews toward mainstream Western aesthetics — limited representation of textured, coily, or non-Western hairstyles","Metadata (maintenance difficulty, styling time, face shape compatibility) is subjective and may not match individual user experience","Hairstyle templates may not generalize across hair types — a style that works for straight hair may be impractical for curly or coily hair","Curation is labor-intensive and requires ongoing updates to reflect trends and ensure diverse representation","Search and filtering rely on metadata quality — incomplete or inaccurate tags reduce discoverability"],"requires":["Database or content management system for storing hairstyle metadata and reference images","Web interface for browsing, searching, and filtering hairstyles","Admin interface for adding, updating, and categorizing hairstyles"],"input_types":["text (search queries, filter selections)","image (hairstyle reference photos for catalog)","structured data (hairstyle metadata: name, description, attributes, tags)"],"output_types":["structured data (hairstyle metadata, compatibility scores)","image (hairstyle reference photos)","text (hairstyle descriptions and recommendations)"],"categories":["memory-knowledge","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_hairstyleai__cap_8","uri":"capability://automation.workflow.upload.and.preview.workflow.automation","name":"upload-and-preview workflow automation","description":"Orchestrates a multi-step workflow where users upload a portrait image, the system automatically performs face detection and facial geometry extraction, then generates and displays hairstyle previews in a single cohesive interface. The workflow abstracts away technical complexity (face detection, landmark estimation, generative inference) behind a simple upload-and-preview interaction, with progress indicators and error handling to guide users through the process.","intents":["I want a simple, intuitive way to upload my photo and see hairstyle previews without technical complexity","I need the system to automatically analyze my face and generate previews without manual configuration","I want clear feedback on what the system is doing and how long previews will take"],"best_for":["Non-technical users seeking a frictionless hairstyle preview experience","Individuals with limited time who want rapid iteration without learning system mechanics","Salon clients preparing for consultations who need quick, intuitive access to hairstyle options"],"limitations":["Automation hides technical details, making it difficult for users to understand why previews fail or appear unrealistic","Workflow does not expose intermediate steps (face detection, landmark extraction) for user inspection or correction","Error handling may be opaque — users may not understand why face detection failed or how to recover","Workflow assumes a single, linear path through the system — advanced users may want to customize or skip steps","Progress indicators may be inaccurate if generative inference times vary significantly based on server load or model complexity"],"requires":["Web browser with file upload capability","Internet connection for cloud-based processing","Portrait image in JPEG or PNG format"],"input_types":["image (portrait photo uploaded via web interface)"],"output_types":["image (hairstyle previews)","text (status messages, progress indicators, error messages)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["JPEG or PNG portrait image (minimum 512x512 resolution recommended)","Face clearly visible and unobstructed in uploaded image","Internet connection for cloud-based generative inference","Modern web browser with WebGL support for preview rendering","Web browser access to hairstyle catalog interface","Optional: uploaded portrait image for face-shape-aware recommendations","HTTPS connection (TLS 1.2+) for secure image transmission","Server-side memory allocation sufficient for concurrent image processing (estimated 50-100MB per request)","No persistent storage backend (database, S3, CDN) for image caching","Modern web browser with GPU acceleration (WebGL 2.0) for smooth rendering"],"failure_modes":["Does not account for individual hair texture, density, porosity, or curl pattern — generated previews assume idealized styling conditions","Struggles with non-Western and textured hair types due to training data bias toward Eurocentric aesthetics","Cannot predict real-world styling difficulty, maintenance requirements, or how styles perform under humidity or daily wear","Face landmark detection may fail or produce distorted results for extreme angles, occlusions, or non-standard facial geometries","Generated hairstyles may not accurately represent how color, highlights, or dimension would appear on actual hair","Catalog diversity skews toward mainstream Western aesthetics — limited representation of textured, coily, or non-Western hairstyles","Recommendations may not account for hair health, damage, or growth stage constraints","Face shape compatibility recommendations are heuristic-based and may not generalize across ethnic and genetic variation","Hairstyle metadata (maintenance difficulty, styling time) is subjective and may not match individual user experience","Cannot offer personalized recommendations across sessions because no user profile or history is retained","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"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":"2026-05-24T12:16:30.893Z","last_scraped_at":"2026-04-05T13:23:42.560Z","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=hairstyleai","compare_url":"https://unfragile.ai/compare?artifact=hairstyleai"}},"signature":"2FHYZz6fHRyeVuHf8xRy3/cHhZNBYXKrgXiVX4BI6qcS+/b8+wHx/HdnlnZW/4S9N12zDMNxjpi30BYr6T4IAQ==","signedAt":"2026-06-20T19:01:40.103Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/hairstyleai","artifact":"https://unfragile.ai/hairstyleai","verify":"https://unfragile.ai/api/v1/verify?slug=hairstyleai","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"}}