{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_real-time-design-by-collov","slug":"real-time-design-by-collov","name":"Real-Time Design By Collov","type":"product","url":"https://collov.ai","page_url":"https://unfragile.ai/real-time-design-by-collov","categories":["app-builders"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_real-time-design-by-collov__cap_0","uri":"capability://design.real.time.3d.room.visualization","name":"real-time 3d room visualization","description":"Converts 2D room photos or floor plans into interactive 3D visualizations that users can navigate and explore in real-time. Allows immediate visual feedback on design changes without rendering delays.","intents":["I want to see how my room will look with different furniture before buying","I need to visualize a design concept quickly for a client presentation","I want to explore different layouts without physically moving furniture"],"best_for":["homeowners","junior interior designers","DIY enthusiasts","design-curious renters"],"limitations":["Struggles with non-standard room geometries and architectural constraints","May not accurately represent traffic flow and functional zoning","Requires clear room photos or floor plans as input"],"requires":["room photo or floor plan","internet connection"],"input_types":["image","floor plan"],"output_types":["3D interactive model"],"categories":["design","visualization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_1","uri":"capability://design.ai.powered.furniture.arrangement.suggestion","name":"ai-powered furniture arrangement suggestion","description":"Generates layout recommendations for room furniture placement based on room dimensions and user preferences. Provides multiple arrangement options to explore different spatial configurations.","intents":["I don't know how to arrange my furniture effectively","I want AI suggestions for optimal room layouts","I need multiple layout options to compare"],"best_for":["homeowners without design experience","renters","DIY decorators"],"limitations":["Generated layouts may ignore traffic flow and functional zoning","Limited consideration of architectural constraints like windows and doors","May not account for personal lifestyle needs"],"requires":["room dimensions","furniture inventory"],"input_types":["room measurements","furniture list"],"output_types":["layout suggestions","3D arrangement visualization"],"categories":["design","AI"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_10","uri":"capability://design.lighting.simulation.and.adjustment","name":"lighting simulation and adjustment","description":"Simulates different lighting conditions and allows users to adjust artificial and natural lighting in the 3D visualization. Shows how designs appear under various lighting scenarios.","intents":["I want to see how my room looks with different lighting","I need to understand how natural light affects my design","I want to plan lighting fixtures for my room"],"best_for":["homeowners","interior designers","design-conscious users"],"limitations":["Lighting simulation may not be photorealistic","Limited control over specific light parameters","May not account for seasonal lighting changes"],"requires":["3D room model","lighting simulation engine"],"input_types":["lighting preferences","fixture selections"],"output_types":["lit 3D visualization","lighting configuration"],"categories":["design","visualization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_11","uri":"capability://ai.style.preference.learning.and.personalization","name":"style preference learning and personalization","description":"Learns user style preferences through interactions and design choices, then personalizes furniture recommendations and design suggestions accordingly. Improves suggestions over time.","intents":["I want AI to understand my design style and suggest relevant items","I want personalized furniture recommendations","I want the tool to remember my preferences"],"best_for":["repeat users","homeowners","design enthusiasts"],"limitations":["Requires sufficient user interaction history to be effective","May reinforce existing preferences rather than suggest new styles","Privacy considerations for preference data"],"requires":["user interaction history","machine learning model"],"input_types":["design selections","user interactions","feedback"],"output_types":["personalized recommendations","style profiles"],"categories":["AI","personalization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_2","uri":"capability://design.color.scheme.visualization.and.customization","name":"color scheme visualization and customization","description":"Applies and previews different color palettes and material finishes to room elements in real-time. Users can adjust colors, textures, and finishes and see results immediately on their 3D model.","intents":["I want to see how different paint colors look in my actual room","I need to test color combinations before committing to purchases","I want to explore different material finishes for furniture and walls"],"best_for":["homeowners","interior designers","design-conscious renters"],"limitations":["Limited material library compared to specialized CAD tools","Color accuracy depends on device display calibration","May not account for lighting conditions at different times of day"],"requires":["3D room model","color/material selection"],"input_types":["color values","material selections"],"output_types":["rendered 3D visualization"],"categories":["design","customization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_3","uri":"capability://collaboration.collaborative.design.iteration","name":"collaborative design iteration","description":"Enables multiple users (designers and clients) to view, comment on, and modify the same design in real-time or asynchronously. Eliminates back-and-forth email revisions by centralizing feedback and changes.","intents":["I want to get client feedback on designs without sending files back and forth","I need to collaborate with my design team on a project","I want my client to see changes as I make them"],"best_for":["interior designers","design agencies","design teams","designers working with remote clients"],"limitations":["Requires all collaborators to have platform access","Real-time collaboration may have latency issues","Comment threads may become cluttered on complex projects"],"requires":["user accounts","shared project access","internet connection"],"input_types":["design modifications","comments","feedback"],"output_types":["updated design","comment threads","revision history"],"categories":["collaboration","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_4","uri":"capability://design.furniture.library.browsing.and.placement","name":"furniture library browsing and placement","description":"Provides access to a curated library of furniture pieces that users can search, filter, and place directly into their 3D room visualization. Furniture can be scaled, rotated, and positioned interactively.","intents":["I want to find furniture pieces that fit my room style","I need to see how specific furniture looks in my space","I want to build a complete room design with available pieces"],"best_for":["homeowners","renters","interior designers","DIY decorators"],"limitations":["Furniture library is limited compared to specialized CAD tools","Many niche, vintage, or custom pieces are not available","May not include all brands or specific product variants"],"requires":["furniture library access","3D room model"],"input_types":["search queries","style preferences","furniture selections"],"output_types":["furniture catalog","3D placed furniture","product information"],"categories":["design","shopping"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_5","uri":"capability://e.commerce.design.to.purchase.workflow","name":"design-to-purchase workflow","description":"Connects finalized room designs to shopping functionality, allowing users to purchase or get pricing information for furniture and materials directly from the platform or partner retailers.","intents":["I want to buy the furniture I've designed in my room","I need pricing information for items in my design","I want to create a shopping list from my design"],"best_for":["homeowners","renters","casual DIY decorators"],"limitations":["Pricing and availability depend on partner retailers","Not all furniture in the library may be purchasable","Shipping and delivery logistics handled by third parties"],"requires":["completed design","partner retailer integrations"],"input_types":["design selections"],"output_types":["shopping list","pricing information","purchase links"],"categories":["e-commerce","design"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_6","uri":"capability://design.room.photo.upload.and.analysis","name":"room photo upload and analysis","description":"Accepts photos of existing rooms and analyzes them to extract room dimensions, existing furniture, and spatial characteristics. Converts real-world room photos into editable 3D models.","intents":["I want to redesign my existing room using a photo","I need to convert my room photo into a 3D model","I want to start a design project from my actual room"],"best_for":["homeowners","renters","interior designers"],"limitations":["Accuracy depends on photo quality and angle","May struggle with complex room geometries","Requires clear, well-lit photos for best results"],"requires":["room photo","image processing capability"],"input_types":["image/jpeg","image/png"],"output_types":["3D room model","room dimensions","furniture detection"],"categories":["design","AI"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_7","uri":"capability://design.design.template.and.inspiration.library","name":"design template and inspiration library","description":"Provides pre-designed room templates and style-based inspiration galleries that users can customize and adapt to their own spaces. Accelerates design process by offering starting points.","intents":["I want design inspiration for my room style","I need a starting point for my design project","I want to see how different styles look in a room"],"best_for":["design-curious homeowners","renters","users without design experience"],"limitations":["Templates may not fit all room dimensions","Limited customization within template constraints","May not reflect personal taste or lifestyle needs"],"requires":["template library","room specifications"],"input_types":["style preferences","room type"],"output_types":["design templates","inspiration galleries","customizable designs"],"categories":["design","inspiration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_8","uri":"capability://productivity.batch.design.processing","name":"batch design processing","description":"Allows users to process multiple room designs or variations in bulk, useful for designers managing multiple client projects or exploring numerous design iterations simultaneously.","intents":["I need to create designs for multiple rooms at once","I want to generate multiple design variations quickly","I need to manage multiple client projects efficiently"],"best_for":["professional interior designers","design agencies","premium users"],"limitations":["Batch processing may have processing time limits","Requires premium subscription tier","Limited to certain design operations"],"requires":["premium subscription","multiple room specifications"],"input_types":["multiple room photos or floor plans"],"output_types":["multiple 3D designs","batch reports"],"categories":["productivity","design"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_real-time-design-by-collov__cap_9","uri":"capability://productivity.design.export.and.presentation.generation","name":"design export and presentation generation","description":"Exports completed designs in various formats suitable for client presentations, including high-resolution renders, PDF reports, and shareable links. Enables professional presentation of designs.","intents":["I need to present my design to a client professionally","I want to export my design for printing or sharing","I need a design report with specifications and costs"],"best_for":["interior designers","design agencies","professionals"],"limitations":["Export quality depends on subscription tier","Some formats may only be available in premium","Large file exports may have size limitations"],"requires":["completed design","export functionality"],"input_types":["3D design model"],"output_types":["PDF","high-resolution images","shareable links","design reports"],"categories":["productivity","design"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":45,"verified":false,"data_access_risk":"high","permissions":["room photo or floor plan","internet connection","room dimensions","furniture inventory","3D room model","lighting simulation engine","user interaction history","machine learning model","color/material selection","user accounts"],"failure_modes":["Struggles with non-standard room geometries and architectural constraints","May not accurately represent traffic flow and functional zoning","Requires clear room photos or floor plans as input","Generated layouts may ignore traffic flow and functional zoning","Limited consideration of architectural constraints like windows and doors","May not account for personal lifestyle needs","Lighting simulation may not be photorealistic","Limited control over specific light parameters","May not account for seasonal lighting changes","Requires sufficient user interaction history to be effective","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.82,"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":"2026-05-24T12:16:32.438Z","last_scraped_at":"2026-04-05T13:23:42.543Z","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=real-time-design-by-collov","compare_url":"https://unfragile.ai/compare?artifact=real-time-design-by-collov"}},"signature":"MTFGoHLuWSja6/ruz/Ki+kYE5wJx0VPtsooVZa8Kv3DFqaSJs9ybQtKvJYGrZKkm7/Em/1KZJsjaaMtdIGedAw==","signedAt":"2026-06-22T09:47:48.529Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/real-time-design-by-collov","artifact":"https://unfragile.ai/real-time-design-by-collov","verify":"https://unfragile.ai/api/v1/verify?slug=real-time-design-by-collov","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"}}