{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_imgezy","slug":"imgezy","name":"Imgezy","type":"product","url":"https://www.imgezy.com/","page_url":"https://unfragile.ai/imgezy","categories":["image-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_imgezy__cap_0","uri":"capability://image.visual.ai.powered.background.removal.and.replacement","name":"ai-powered background removal and replacement","description":"Automatically detects and isolates foreground subjects using deep learning segmentation models (likely semantic or instance segmentation), then removes or replaces backgrounds with user-selected options or AI-generated alternatives. The system processes images client-side or via cloud inference to preserve privacy while maintaining edge quality through post-processing refinement.","intents":["Remove backgrounds from product photos for e-commerce listings without manual masking","Replace backgrounds with custom images or AI-generated scenes for social media content","Batch process multiple images with consistent background treatment for content series"],"best_for":["Content creators and small e-commerce businesses needing quick product photo cleanup","Social media managers creating consistent branded content without design expertise","Casual users avoiding Photoshop's complexity for simple background edits"],"limitations":["Segmentation accuracy degrades with complex hair, fur, or transparent objects — may require manual refinement","Freemium tier likely limits export resolution (e.g., max 1080p vs 4K on paid plans)","No layer-based control — users cannot selectively adjust mask boundaries or feather edges","Processing time varies with image size and cloud load; batch operations may queue"],"requires":["Modern web browser with WebGL support (Chrome, Firefox, Safari, Edge)","Image file in JPEG, PNG, or WebP format","Internet connection for cloud processing (unless local inference is supported)"],"input_types":["image (JPEG, PNG, WebP)","image dimensions up to ~8000x8000px (typical browser canvas limit)"],"output_types":["image (PNG with transparency, JPEG with solid background, WebP)"],"categories":["image-visual","ai-photo-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_1","uri":"capability://image.visual.object.detection.and.removal.with.content.aware.inpainting","name":"object detection and removal with content-aware inpainting","description":"Identifies unwanted objects in images using YOLO or similar real-time detection models, then applies generative inpainting (likely diffusion-based or GAN-based) to seamlessly fill removed areas by analyzing surrounding context and texture patterns. The system preserves spatial coherence and lighting consistency across the inpainted region.","intents":["Remove photobombers, watermarks, or unwanted objects from photos without manual cloning","Clean up cluttered backgrounds in product or portrait photography","Erase text, logos, or distracting elements while maintaining natural appearance"],"best_for":["Content creators and photographers needing quick cleanup without Photoshop skills","E-commerce sellers removing packaging or background clutter from product images","Social media managers removing sensitive information or branding from stock photos"],"limitations":["Inpainting quality degrades with large removal areas (>30% of image) — may produce artifacts or hallucinated details","Struggles with complex textures (grass, water, fabric patterns) — results may look blurry or unnatural","No user control over inpainting algorithm or strength — one-size-fits-all approach","Freemium tier likely limits removal area size or number of objects per image"],"requires":["Modern web browser with WebGL 2.0 support","Image file in JPEG, PNG, or WebP format","Internet connection for cloud-based inpainting inference"],"input_types":["image (JPEG, PNG, WebP)","user-drawn mask or bounding box selection"],"output_types":["image (PNG, JPEG, WebP) with inpainted region"],"categories":["image-visual","generative-ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_2","uri":"capability://image.visual.ai.powered.image.enhancement.and.upscaling","name":"ai-powered image enhancement and upscaling","description":"Applies neural upscaling models (likely Real-ESRGAN or similar super-resolution architecture) to increase image resolution while reducing noise and artifacts. The system may also apply tone mapping, color correction, and sharpening filters to improve overall image quality based on learned perceptual metrics.","intents":["Upscale low-resolution photos to print-ready quality without visible pixelation","Enhance old or compressed images by reducing noise and improving clarity","Prepare mobile-captured images for large-format display or printing"],"best_for":["Photographers and content creators working with legacy or low-resolution image libraries","E-commerce sellers needing to enlarge product photos without quality loss","Users printing photos at larger sizes than original resolution allows"],"limitations":["Upscaling is limited to 2x-4x magnification before quality degrades — cannot turn 100px into 1000px without artifacts","Processing time scales with output resolution; 4K upscaling may take 30-60 seconds","Freemium tier likely caps output resolution (e.g., max 2x upscaling vs 4x on paid plans)","May introduce hallucinated details or over-sharpening artifacts, especially on faces or text"],"requires":["Modern web browser with WebGL support","Image file in JPEG, PNG, or WebP format","Internet connection for cloud-based upscaling inference"],"input_types":["image (JPEG, PNG, WebP)","upscaling factor selection (2x, 3x, 4x)"],"output_types":["image (PNG, JPEG, WebP) at higher resolution"],"categories":["image-visual","ai-enhancement"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_3","uri":"capability://image.visual.ai.assisted.color.correction.and.tone.adjustment","name":"ai-assisted color correction and tone adjustment","description":"Analyzes image histograms and color distribution to automatically suggest or apply optimal exposure, contrast, saturation, and white balance adjustments. The system may use learned color grading profiles or histogram matching to normalize images or apply consistent color treatment across multiple photos.","intents":["Auto-correct exposure and white balance in poorly lit or color-cast photos","Apply consistent color grading across a series of photos for cohesive content","Enhance colors and contrast without manual slider adjustment"],"best_for":["Content creators and photographers wanting quick color fixes without technical knowledge","Social media managers ensuring consistent visual branding across image libraries","Casual users improving phone photos before sharing"],"limitations":["Auto-correction may over-saturate or blow out highlights in high-contrast scenes","No granular control over individual color channels — adjustments are global","Freemium tier likely limits number of presets or adjustment strength","May not preserve skin tone accuracy in portrait photography — requires manual refinement"],"requires":["Modern web browser with Canvas API support","Image file in JPEG, PNG, or WebP format"],"input_types":["image (JPEG, PNG, WebP)","optional preset selection or adjustment intensity slider"],"output_types":["image (PNG, JPEG, WebP) with adjusted colors and tone"],"categories":["image-visual","image-enhancement"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_4","uri":"capability://image.visual.text.overlay.and.caption.generation.with.ai.positioning","name":"text overlay and caption generation with ai positioning","description":"Enables users to add text to images with AI-assisted placement and styling suggestions. The system analyzes image composition and content to recommend optimal text positioning, font size, and color contrast to ensure readability and visual balance. May include automatic caption generation from image content using vision-language models.","intents":["Add branded text or captions to social media images with automatic positioning","Generate descriptive captions for images using AI analysis of visual content","Create memes or quote graphics with text automatically positioned for visual impact"],"best_for":["Social media content creators needing quick text overlays without design skills","Marketing teams adding captions or branding to image libraries at scale","Casual users creating memes or shareable graphics"],"limitations":["AI positioning may fail with complex compositions or non-standard aspect ratios","Limited font library compared to professional design tools — likely 10-20 fonts vs 1000+","No advanced text effects (shadows, outlines, gradients) — basic styling only","Freemium tier likely limits text layers per image or font access"],"requires":["Modern web browser with Canvas API support","Image file in JPEG, PNG, or WebP format","Internet connection for AI caption generation (optional)"],"input_types":["image (JPEG, PNG, WebP)","text string input","optional font, size, and color selection"],"output_types":["image (PNG, JPEG, WebP) with text overlay"],"categories":["image-visual","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_5","uri":"capability://image.visual.batch.image.processing.and.export.with.format.conversion","name":"batch image processing and export with format conversion","description":"Processes multiple images sequentially or in parallel with the same editing operations (background removal, upscaling, color correction) applied consistently across the batch. Supports export to multiple formats (JPEG, PNG, WebP) with configurable compression and quality settings, enabling bulk content preparation workflows.","intents":["Apply consistent background removal to 50+ product photos for e-commerce catalog","Upscale and export an entire photo library in multiple formats for different platforms","Batch color-correct a series of photos to match a consistent visual style"],"best_for":["E-commerce teams processing large product photo catalogs","Content creators preparing image libraries for multiple social platforms","Photographers and agencies needing consistent batch processing workflows"],"limitations":["Freemium tier likely limits batch size (e.g., max 5-10 images per batch vs unlimited on paid plans)","Processing time scales linearly with batch size — 100 images may take 10-30 minutes","No scheduling or background processing — browser must remain open during batch operations","Limited export format options compared to professional tools — likely JPEG, PNG, WebP only"],"requires":["Modern web browser with WebGL support","Multiple image files in JPEG, PNG, or WebP format","Sufficient browser memory for batch processing (typically 500MB-2GB depending on image size and count)","Internet connection for cloud-based processing"],"input_types":["multiple images (JPEG, PNG, WebP)","batch operation selection (background removal, upscaling, color correction)","export format and quality settings"],"output_types":["multiple images (JPEG, PNG, WebP) with consistent processing applied"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_6","uri":"capability://image.visual.ai.powered.filter.and.effect.application.with.style.transfer","name":"ai-powered filter and effect application with style transfer","description":"Applies pre-trained artistic filters and style transfer models to transform image appearance (e.g., oil painting, watercolor, vintage, cinematic). The system analyzes image content and applies style-specific adjustments to preserve subject details while applying consistent artistic treatment across the image.","intents":["Apply artistic filters to photos for creative social media content without manual editing","Transform photos into specific visual styles (vintage, cinematic, illustration) for branding consistency","Quickly create stylized versions of images for portfolio or gallery presentation"],"best_for":["Creative professionals and photographers wanting quick artistic transformations","Content creators adding visual variety to image libraries","Casual users experimenting with artistic effects on personal photos"],"limitations":["Style transfer quality varies significantly with image content — works best on landscapes and portraits, struggles with complex scenes","Limited filter library compared to professional tools — likely 10-30 filters vs 100+ in Photoshop","Freemium tier likely restricts access to premium filters or effect strength","Processing time for style transfer can be 30-60 seconds per image due to computational complexity"],"requires":["Modern web browser with WebGL 2.0 support","Image file in JPEG, PNG, or WebP format","Internet connection for cloud-based style transfer inference"],"input_types":["image (JPEG, PNG, WebP)","filter or style selection"],"output_types":["image (PNG, JPEG, WebP) with artistic style applied"],"categories":["image-visual","generative-ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_7","uri":"capability://image.visual.browser.based.image.editing.with.real.time.preview.and.undo.redo","name":"browser-based image editing with real-time preview and undo/redo","description":"Provides a non-destructive editing interface where users can apply multiple editing operations (background removal, color correction, filters) with real-time visual feedback and full undo/redo history. The system maintains an editing state tree in browser memory, enabling users to revert to any previous step without re-processing the original image.","intents":["Experiment with multiple editing options and revert changes without losing original image quality","Build complex editing workflows by layering multiple operations with preview feedback","Access editing tools from any device without installing software or uploading to cloud"],"best_for":["Casual users and content creators wanting accessible editing without software installation","Teams collaborating on image editing across different devices and operating systems","Users prioritizing privacy and avoiding cloud storage of original images"],"limitations":["Browser memory constraints limit undo/redo history depth — typically 10-50 steps before memory pressure forces history pruning","No layer-based editing — all operations are applied to a single image layer","Performance degrades with large images (>8000x8000px) due to browser canvas limitations","Freemium tier likely limits undo/redo history depth or number of concurrent edits"],"requires":["Modern web browser (Chrome, Firefox, Safari, Edge) with Canvas API and WebGL support","Minimum 2GB RAM for smooth editing of large images","Image file in JPEG, PNG, or WebP format"],"input_types":["image (JPEG, PNG, WebP)","user interactions (clicks, drags, selections)"],"output_types":["image (PNG, JPEG, WebP) with all applied edits"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_imgezy__cap_8","uri":"capability://automation.workflow.freemium.access.model.with.feature.and.export.limitations","name":"freemium access model with feature and export limitations","description":"Implements a freemium monetization model where core editing features (background removal, color correction, basic filters) are available free with limitations on export quality, batch size, or feature access. Premium tiers unlock higher resolution exports, unlimited batch processing, and access to advanced filters or effects.","intents":["Test core editing capabilities before committing to paid subscription","Access basic photo editing features without financial commitment for casual use","Upgrade to premium tier when editing needs exceed free tier limitations"],"best_for":["Casual users and hobbyists wanting free photo editing without commitment","Small businesses evaluating tool fit before purchasing team licenses","Content creators seeking low-cost editing solutions with optional premium features"],"limitations":["Free tier likely limits export resolution (e.g., max 1080p vs 4K on paid plans)","Batch processing restricted to small batches (e.g., 5-10 images) on free tier","Advanced filters, style transfer, or upscaling may be premium-only features","Watermark or branding may be applied to free tier exports","Processing priority may be lower for free tier users, resulting in longer wait times"],"requires":["Web browser with JavaScript enabled","Free account creation (email or social login)","Optional: payment method for premium subscription"],"input_types":["user account creation and authentication","subscription tier selection"],"output_types":["access to editing features based on subscription tier"],"categories":["automation-workflow","business-model"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"high","permissions":["Modern web browser with WebGL support (Chrome, Firefox, Safari, Edge)","Image file in JPEG, PNG, or WebP format","Internet connection for cloud processing (unless local inference is supported)","Modern web browser with WebGL 2.0 support","Internet connection for cloud-based inpainting inference","Modern web browser with WebGL support","Internet connection for cloud-based upscaling inference","Modern web browser with Canvas API support","Internet connection for AI caption generation (optional)","Multiple image files in JPEG, PNG, or WebP format"],"failure_modes":["Segmentation accuracy degrades with complex hair, fur, or transparent objects — may require manual refinement","Freemium tier likely limits export resolution (e.g., max 1080p vs 4K on paid plans)","No layer-based control — users cannot selectively adjust mask boundaries or feather edges","Processing time varies with image size and cloud load; batch operations may queue","Inpainting quality degrades with large removal areas (>30% of image) — may produce artifacts or hallucinated details","Struggles with complex textures (grass, water, fabric patterns) — results may look blurry or unnatural","No user control over inpainting algorithm or strength — one-size-fits-all approach","Freemium tier likely limits removal area size or number of objects per image","Upscaling is limited to 2x-4x magnification before quality degrades — cannot turn 100px into 1000px without artifacts","Processing time scales with output resolution; 4K upscaling may take 30-60 seconds","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.2833333333333333,"quality":0.63,"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":"2026-05-24T12:16:31.445Z","last_scraped_at":"2026-04-05T13:23:42.562Z","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=imgezy","compare_url":"https://unfragile.ai/compare?artifact=imgezy"}},"signature":"ZIVA6UsjHt6O2VgNuKc1V/Fj1qRU1/JbAaVLVK02a9BP3jhrv30P+j21P8PZpd4BY54eEFNnDfc//ggXnrJUBA==","signedAt":"2026-06-20T08:34:28.712Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/imgezy","artifact":"https://unfragile.ai/imgezy","verify":"https://unfragile.ai/api/v1/verify?slug=imgezy","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"}}