{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_ai-room-styles","slug":"ai-room-styles","name":"AI Room Styles","type":"product","url":"https://www.airoomstyles.com","page_url":"https://unfragile.ai/ai-room-styles","categories":["image-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_ai-room-styles__cap_0","uri":"capability://image.visual.room.image.to.styled.design.generation","name":"room-image-to-styled-design-generation","description":"Accepts a photograph of an existing room and generates multiple interior design variations by applying different aesthetic styles (modern, minimalist, bohemian, etc.) to the same spatial layout. The system likely uses conditional image-to-image diffusion models or style-transfer neural networks that preserve room geometry while modifying furnishings, colors, and decor elements. The underlying architecture probably encodes the room's structural features and applies style embeddings to generate coherent, style-consistent variations without requiring manual layout specification.","intents":["I want to see how my bedroom would look in different design styles before committing to a renovation","I need quick visual inspiration for multiple room aesthetic options to share with my partner","I want to explore 5-10 different design directions for my living room in under a minute"],"best_for":["Budget-conscious homeowners exploring design directions without hiring professionals","Renters seeking temporary decoration inspiration that respects lease constraints","Interior design clients wanting to visualize multiple options before consultation"],"limitations":["Generated designs may not respect actual room dimensions, ceiling heights, or load-bearing walls — purely aesthetic rather than structurally feasible","Cannot accurately model how proposed furniture would physically fit in the space or account for existing architectural features like windows, doors, or built-ins","Free tier likely includes watermarks, limited style variations (3-5 vs 15+), and lower output resolution (512x512 vs 1024x1024+)","Quality degrades significantly with poor input photography (low light, cluttered backgrounds, extreme angles)"],"requires":["Digital photograph of room (JPEG/PNG, minimum 512x512 resolution recommended)","Internet connection for cloud-based inference","Web browser with JavaScript enabled","Free account or paid subscription for premium features"],"input_types":["image (room photograph)"],"output_types":["image (styled room renderings, typically 512x512 to 1024x1024 resolution)"],"categories":["image-visual","generative-design"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-room-styles__cap_1","uri":"capability://image.visual.multi.style.variation.generation","name":"multi-style-variation-generation","description":"Generates 3-15 distinct interior design variations of a single room across different aesthetic categories (minimalist, maximalist, industrial, farmhouse, contemporary, etc.) in a single batch operation. The system likely maintains a style embedding library and applies different style vectors to the same room encoding, enabling rapid parallel generation of stylistically diverse outputs. This approach avoids redundant room analysis by computing the spatial representation once and reusing it across multiple style applications.","intents":["I want to see my room reimagined in 10 completely different styles to find what resonates with me","I need to present multiple design directions to a client quickly without running separate generation passes","I want to compare minimalist vs maximalist approaches side-by-side for the same space"],"best_for":["Homeowners exploring diverse aesthetic directions without commitment","Interior design professionals needing rapid mood-board generation for client presentations","Renters wanting to visualize multiple temporary decoration approaches"],"limitations":["Free tier likely limits variations to 3-5 styles; premium tier may offer 10-15","All variations share the same room geometry, so cannot explore different furniture arrangements or spatial reorganizations","Style consistency varies — some generated variations may appear incoherent or mix incompatible design elements","No control over which specific styles are generated; users cannot request custom style combinations"],"requires":["Single room photograph","Internet connection","Web browser","Free or paid account"],"input_types":["image (room photograph)"],"output_types":["image collection (3-15 styled variations)"],"categories":["image-visual","batch-processing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-room-styles__cap_2","uri":"capability://automation.workflow.freemium.tiered.generation.quota","name":"freemium-tiered-generation-quota","description":"Implements a freemium access model where free users receive limited monthly generation credits (likely 3-10 room designs per month) while premium subscribers get unlimited or high-quota access. The system tracks user account state, enforces quota limits via database checks before inference, and gates premium features like higher resolution output, style variety, or download options. This architecture uses standard SaaS quota management patterns with per-user credit tracking and subscription-level entitlements.","intents":["I want to try the tool for free before deciding if it's worth paying for","I need unlimited design generations for my interior design business","I want to generate a few room concepts this month without financial commitment"],"best_for":["Casual homeowners exploring design ideas with minimal budget","Professional designers evaluating the tool for client workflows","Users wanting low-risk trial before subscription commitment"],"limitations":["Free tier quota (likely 3-10 generations/month) insufficient for serious design exploration or professional use","Free outputs likely include watermarks, preventing use in client presentations or social media","Free tier may have longer processing times (30-60 seconds vs 5-10 seconds for premium)","No API access or batch processing for free users; premium-only feature"],"requires":["Email address for account creation","Internet connection","Web browser"],"input_types":["none (quota is time-based, not input-based)"],"output_types":["access control (generation quota, feature gates)"],"categories":["automation-workflow","saas-monetization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-room-styles__cap_3","uri":"capability://data.processing.analysis.room.photograph.upload.and.preprocessing","name":"room-photograph-upload-and-preprocessing","description":"Accepts user-uploaded room photographs and applies preprocessing transformations including format normalization (JPEG/PNG to standard tensor format), resolution standardization (resizing to model input dimensions, typically 512x512 or 768x768), and optional automatic orientation correction. The system likely uses OpenCV or PIL-based image processing pipelines with configurable quality settings, applying compression and normalization to ensure consistent model input while preserving visual information. Preprocessing may include automatic white-balance correction or contrast enhancement to improve downstream generation quality.","intents":["I want to upload a photo from my phone and have it automatically prepared for design generation","I need to upload a high-resolution image but the tool should handle resizing automatically","I want to upload a photo taken at an angle and have it corrected for better results"],"best_for":["Non-technical homeowners who don't understand image formats or resolutions","Mobile users uploading photos directly from their phone camera","Users with varying image quality and formats"],"limitations":["Automatic preprocessing may lose detail in high-resolution images due to downsampling to 512x512 or 768x768","No manual control over preprocessing parameters — users cannot adjust compression, color correction, or cropping","Orientation correction may fail on extreme angles (>45 degrees) or photos with multiple rooms","Preprocessing adds 2-5 seconds latency before generation begins"],"requires":["JPEG or PNG image file","Maximum file size (likely 10-50 MB)","Minimum resolution (likely 256x256)","Internet connection for upload"],"input_types":["image (JPEG, PNG)"],"output_types":["preprocessed image tensor (normalized, resized, standardized format)"],"categories":["data-processing-analysis","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-room-styles__cap_4","uri":"capability://memory.knowledge.design.style.taxonomy.and.selection","name":"design-style-taxonomy-and-selection","description":"Maintains a curated taxonomy of interior design styles (minimalist, maximalist, industrial, bohemian, contemporary, farmhouse, mid-century modern, etc.) with associated style embeddings or descriptive prompts. When users request variations, the system selects from this taxonomy and applies corresponding style vectors to the generation model. The taxonomy is likely stored as a database of style definitions with associated embeddings, enabling consistent style application across multiple generations. Users may select specific styles or request 'random' variations that sample from the full taxonomy.","intents":["I want to see my room in minimalist, industrial, and bohemian styles specifically","I want to explore random design styles I might not have considered","I want to understand what design styles are available before generating"],"best_for":["Users familiar with design terminology who want specific styles","Exploratory users wanting to discover new aesthetic directions","Design professionals needing consistent style definitions"],"limitations":["Taxonomy is fixed and predefined — users cannot create custom style definitions or blend styles","Style definitions may not align with user's personal interpretation of a style (e.g., 'minimalist' varies by region and designer)","Limited to 10-20 predefined styles; no fine-grained style control or parameter adjustment","No ability to specify style intensity (e.g., 'lightly minimalist' vs 'extremely minimalist')"],"requires":["Knowledge of design style names (or willingness to explore)","Web interface to select styles"],"input_types":["text (style names or 'random' selection)"],"output_types":["style embeddings or prompts (applied to generation model)"],"categories":["memory-knowledge","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-room-styles__cap_5","uri":"capability://automation.workflow.generation.result.download.and.export","name":"generation-result-download-and-export","description":"Provides users with options to download generated design images in various formats and resolutions. Free tier likely offers watermarked, lower-resolution downloads (512x512 JPEG) while premium tier provides watermark-free, high-resolution exports (1024x1024+ PNG). The system implements download token generation, temporary file storage, and CDN delivery for efficient distribution. Export options may include batch download (ZIP archive of all variations) or individual image downloads with metadata (style name, generation timestamp).","intents":["I want to download my generated designs to share with my partner or designer","I need high-resolution images for printing or professional presentation","I want to download all 10 style variations at once as a ZIP file"],"best_for":["Users wanting to share designs outside the platform","Professionals needing high-quality exports for client presentations","Users wanting to archive their design explorations"],"limitations":["Free tier downloads include watermarks, making them unsuitable for professional use","Free tier limited to 512x512 resolution, insufficient for printing or large displays","Downloaded images lack metadata or design notes — no way to track which style was applied or when","No vector export (SVG) or editable format — images are raster-only, preventing further editing"],"requires":["Generated design image","Sufficient storage space on user device","Internet connection for download","Premium subscription for watermark-free, high-resolution downloads"],"input_types":["generated image (from prior generation step)"],"output_types":["image file (JPEG or PNG, 512x512 to 1024x1024+)","ZIP archive (batch download of multiple variations)"],"categories":["automation-workflow","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-room-styles__cap_6","uri":"capability://memory.knowledge.user.account.and.generation.history","name":"user-account-and-generation-history","description":"Maintains user accounts with persistent storage of generation history, allowing users to revisit past room designs, view generation parameters (input image, selected styles, timestamp), and organize designs into projects or collections. The system likely uses a relational database (PostgreSQL/MySQL) to store user profiles, generation records, and associated metadata. Users can access their history via a dashboard or gallery view, with optional filtering by date, style, or room type. This enables users to compare designs over time and avoid regenerating the same room multiple times.","intents":["I want to see all the designs I've generated for my bedroom over the past month","I want to compare two different style variations I generated last week","I want to organize my designs into 'living room' and 'bedroom' projects"],"best_for":["Users exploring multiple design iterations over time","Professionals managing designs for multiple clients or rooms","Users wanting to track design evolution and decision-making"],"limitations":["History storage limited by account tier — free users may have 30-day retention or 50-design limit","No collaborative features — history is per-user, not shared with partners or designers","No version control or branching — cannot explore alternative design paths from a single starting point","Metadata is minimal (timestamp, style name) — no notes, ratings, or design rationale storage"],"requires":["User account (email and password)","Internet connection","Web browser with cookies enabled"],"input_types":["none (retrieval-only)"],"output_types":["generation history (list of past designs with metadata)","design gallery (visual grid of past generations)"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-room-styles__cap_7","uri":"capability://automation.workflow.web.based.interactive.generation.interface","name":"web-based-interactive-generation-interface","description":"Provides a web-based user interface for uploading room images, selecting design styles, triggering generation, and viewing results. The interface likely uses React or Vue.js for responsive UI, with real-time progress indicators showing generation status (uploading, preprocessing, generating, complete). The system implements client-side image preview, style selection checkboxes or dropdown menus, and a generation button that triggers API calls to backend inference servers. The UI handles asynchronous generation with polling or WebSocket updates to display results as they complete.","intents":["I want a simple, intuitive interface to upload my room photo and see design variations","I want to see real-time progress as my designs are being generated","I want to select multiple styles and generate all variations in one action"],"best_for":["Non-technical homeowners unfamiliar with command-line tools or APIs","Mobile users wanting to generate designs on their phone","Users preferring visual, interactive workflows over programmatic access"],"limitations":["Web-based interface adds latency compared to local processing — network round-trips for upload, preprocessing, and generation","No offline capability — requires constant internet connection","Mobile experience may be limited on small screens — image preview and style selection may be cramped","Browser compatibility issues possible on older browsers or mobile platforms"],"requires":["Modern web browser (Chrome, Firefox, Safari, Edge)","JavaScript enabled","Internet connection","Sufficient browser storage for image preview caching"],"input_types":["image (via file upload)","text (style selection via UI)"],"output_types":["HTML/CSS/JavaScript interface","image preview (generated designs displayed in browser)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Digital photograph of room (JPEG/PNG, minimum 512x512 resolution recommended)","Internet connection for cloud-based inference","Web browser with JavaScript enabled","Free account or paid subscription for premium features","Single room photograph","Internet connection","Web browser","Free or paid account","Email address for account creation","JPEG or PNG image file"],"failure_modes":["Generated designs may not respect actual room dimensions, ceiling heights, or load-bearing walls — purely aesthetic rather than structurally feasible","Cannot accurately model how proposed furniture would physically fit in the space or account for existing architectural features like windows, doors, or built-ins","Free tier likely includes watermarks, limited style variations (3-5 vs 15+), and lower output resolution (512x512 vs 1024x1024+)","Quality degrades significantly with poor input photography (low light, cluttered backgrounds, extreme angles)","Free tier likely limits variations to 3-5 styles; premium tier may offer 10-15","All variations share the same room geometry, so cannot explore different furniture arrangements or spatial reorganizations","Style consistency varies — some generated variations may appear incoherent or mix incompatible design elements","No control over which specific styles are generated; users cannot request custom style combinations","Free tier quota (likely 3-10 generations/month) insufficient for serious design exploration or professional use","Free outputs likely include watermarks, preventing use in client presentations or social media","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":"2026-05-24T12:16:29.132Z","last_scraped_at":"2026-04-05T13:23:42.561Z","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=ai-room-styles","compare_url":"https://unfragile.ai/compare?artifact=ai-room-styles"}},"signature":"/IJvOItYYFPvM1M1RXm1T3Ev2jqeeb0UCIyys1hmkKZKpdRu2abPodQcMrdPr+Ys6oOv4Ijm5ZfdObKLixmBCA==","signedAt":"2026-06-22T12:11:04.636Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/ai-room-styles","artifact":"https://unfragile.ai/ai-room-styles","verify":"https://unfragile.ai/api/v1/verify?slug=ai-room-styles","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"}}