{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_ifoto","slug":"ifoto","name":"iFoto","type":"product","url":"https://www.ifoto.ai","page_url":"https://unfragile.ai/ifoto","categories":["image-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_ifoto__cap_0","uri":"capability://photo.editing.ai.model.generation.for.product.photography","name":"ai model generation for product photography","description":"Generate photorealistic AI models wearing products in various poses and styles without hiring photographers or models. Creates lifestyle imagery suitable for e-commerce product listings and marketing materials.","intents":["I need product photos with models but can't afford a photoshoot","I want to show my product being worn in multiple styles quickly","I need diverse model representations for my product catalog","I want to reduce the time and cost of hiring models and photographers"],"best_for":["E-commerce sellers with large product catalogs","Small businesses with limited photography budgets","Fashion and apparel brands","Direct-to-consumer brands"],"limitations":["Generated models may produce inconsistent results across batches","AI-generated people lack authenticity that influences consumer trust","Limited control over specific model characteristics and poses","Ethical concerns around AI-generated people not publicly addressed"],"requires":["Product images or descriptions","Desired pose/style specifications","Internet connection"],"input_types":["product image","text description"],"output_types":["high-resolution product photography with AI models"],"categories":["photo-editing","e-commerce","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ifoto__cap_1","uri":"capability://photo.editing.intelligent.background.removal.and.replacement","name":"intelligent background removal and replacement","description":"Automatically detect and remove product backgrounds, then replace them with custom backgrounds or solid colors. Produces clean, production-ready product images suitable for e-commerce listings.","intents":["I need to remove backgrounds from product photos quickly","I want consistent backgrounds across my product catalog","I need to place products on different lifestyle backgrounds","I want production-ready images without manual editing"],"best_for":["E-commerce sellers managing large product catalogs","Product photographers","Marketplace sellers on Amazon, eBay, Shopify","Brands needing consistent product presentation"],"limitations":["May struggle with complex product edges or transparent materials","Background replacement quality depends on input image clarity","Limited to 2D background replacement"],"requires":["Product image with clear subject","Target background image or color specification","Internet connection"],"input_types":["product photograph","background image or color code"],"output_types":["product image with new background"],"categories":["photo-editing","e-commerce","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ifoto__cap_2","uri":"capability://photo.editing.batch.product.image.processing","name":"batch product image processing","description":"Process multiple product images simultaneously for background removal, model generation, or editing. Enables efficient handling of large e-commerce catalogs without manual per-image processing.","intents":["I need to edit hundreds of product photos at once","I want to apply consistent styling to my entire catalog","I need to speed up my product photography workflow","I want to automate repetitive image editing tasks"],"best_for":["E-commerce sellers with large catalogs (100+ products)","Marketplace managers","Product photography teams","Brands with frequent inventory updates"],"limitations":["Processing time scales with batch size","Quality consistency may vary across large batches","Limited customization per individual image in batch mode"],"requires":["Multiple product images in supported formats","Batch processing parameters (background, style, etc.)","Sufficient processing credits or subscription"],"input_types":["multiple product images"],"output_types":["processed product images in bulk"],"categories":["photo-editing","productivity","e-commerce"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ifoto__cap_3","uri":"capability://photo.editing.advanced.photo.editing.and.enhancement","name":"advanced photo editing and enhancement","description":"Apply professional photo editing adjustments including color correction, brightness/contrast, sharpness, and other enhancements to product images. Improves visual quality of product photography for e-commerce use.","intents":["I want to improve the lighting and color of my product photos","I need to make my product images look more professional","I want to enhance image quality without hiring a photo editor","I need to adjust multiple photos to match a consistent style"],"best_for":["E-commerce sellers","Product photographers","Small marketing teams","Brands managing their own product imagery"],"limitations":["Limited to e-commerce-focused editing (not general photo editing)","May not offer advanced features like selective editing or masking","Designed for product images, not general photography"],"requires":["Product photograph","Editing parameters or presets","Internet connection"],"input_types":["product photograph"],"output_types":["enhanced product photograph"],"categories":["photo-editing","e-commerce"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ifoto__cap_4","uri":"capability://photo.editing.dynamic.lifestyle.background.generation","name":"dynamic lifestyle background generation","description":"Generate or apply dynamic lifestyle backgrounds to product images, showing products in realistic usage contexts. Creates compelling marketing imagery that demonstrates product use cases.","intents":["I want to show my product in lifestyle contexts without photoshoots","I need multiple background variations for the same product","I want to create compelling marketing images quickly","I need to demonstrate product use cases in different environments"],"best_for":["E-commerce sellers","Fashion and apparel brands","Home goods companies","Lifestyle product brands"],"limitations":["Generated backgrounds may lack photorealism","Limited control over specific background details","May not work well with all product types"],"requires":["Product image","Background style or context specification","Internet connection"],"input_types":["product image","text description of desired background"],"output_types":["product image with lifestyle background"],"categories":["photo-editing","e-commerce","social-media"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ifoto__cap_5","uri":"capability://productivity.freemium.access.with.usage.limits","name":"freemium access with usage limits","description":"Provides free tier access to core features with limited monthly usage, allowing users to test functionality before committing to paid plans. Reduces barrier to entry for new e-commerce sellers.","intents":["I want to try the tool before paying","I need to test if this works for my product images","I want to use basic features without cost","I need to evaluate the tool for my business"],"best_for":["New e-commerce sellers","Small businesses with limited budgets","Users evaluating multiple tools","Sellers with low-volume product catalogs"],"limitations":["Free tier has limited monthly processing quota","May have watermarks or lower output quality","Advanced features may be paid-only","Processing speed may be slower on free tier"],"requires":["Account creation","Internet connection"],"input_types":["product images"],"output_types":["processed product images"],"categories":["productivity","e-commerce"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"high","permissions":["Product images or descriptions","Desired pose/style specifications","Internet connection","Product image with clear subject","Target background image or color specification","Multiple product images in supported formats","Batch processing parameters (background, style, etc.)","Sufficient processing credits or subscription","Product photograph","Editing parameters or presets"],"failure_modes":["Generated models may produce inconsistent results across batches","AI-generated people lack authenticity that influences consumer trust","Limited control over specific model characteristics and poses","Ethical concerns around AI-generated people not publicly addressed","May struggle with complex product edges or transparent materials","Background replacement quality depends on input image clarity","Limited to 2D background replacement","Processing time scales with batch size","Quality consistency may vary across large batches","Limited customization per individual image in batch mode","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"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":"2026-05-24T12:16:31.445Z","last_scraped_at":"2026-04-05T13:23:42.547Z","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=ifoto","compare_url":"https://unfragile.ai/compare?artifact=ifoto"}},"signature":"taWL9bFAruXINKkplajkMrZ8flvwQOX2ARZmDmkRxf8IsnPx1AGupO3jBW4a94F2xj2ACbzDeH/dJl/Yw0zcAg==","signedAt":"2026-06-20T07:34:32.629Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/ifoto","artifact":"https://unfragile.ai/ifoto","verify":"https://unfragile.ai/api/v1/verify?slug=ifoto","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"}}