{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_edit-at-scale","slug":"edit-at-scale","name":"Edit At Scale","type":"product","url":"https://edit-at-scale.cloudinary.com","page_url":"https://unfragile.ai/edit-at-scale","categories":["image-generation","testing-quality"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_edit-at-scale__cap_0","uri":"capability://photo.editing.batch.background.removal","name":"batch-background-removal","description":"Automatically removes backgrounds from multiple images simultaneously using AI detection. Processes hundreds or thousands of product photos without manual intervention, preserving subject detail while creating clean transparent backgrounds.","intents":["I need to remove backgrounds from all my product photos at once","I want to create consistent product images for my e-commerce catalog","I need to save time on repetitive background removal tasks"],"best_for":["e-commerce teams","product photography teams","marketing operations"],"limitations":["May struggle with complex or ambiguous subject boundaries","Requires subjects to be reasonably distinct from backgrounds","Not suitable for artistic or creative background removal requiring human judgment"],"requires":["Cloudinary account","Images hosted on or uploadable to Cloudinary","Batch of 10+ images for practical efficiency"],"input_types":["image/jpeg","image/png","image/webp"],"output_types":["image/png with transparency","image/webp with transparency"],"categories":["photo-editing","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_1","uri":"capability://photo.editing.bulk.image.resizing","name":"bulk-image-resizing","description":"Resizes multiple images to specified dimensions in a single operation. Maintains aspect ratios or applies custom scaling rules across entire batches, eliminating manual resizing of individual files.","intents":["I need to resize all my product images to fit my website dimensions","I want to create multiple versions of images for different devices","I need to standardize image dimensions across my entire catalog"],"best_for":["e-commerce managers","web developers","marketing teams"],"limitations":["Limited control over cropping strategy compared to manual editing","May not preserve optimal composition for all images"],"requires":["Cloudinary account","Target dimensions specified","Batch of images"],"input_types":["image/jpeg","image/png","image/webp","image/gif"],"output_types":["image/jpeg","image/png","image/webp"],"categories":["photo-editing","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_10","uri":"capability://integration.api.driven.bulk.processing","name":"api-driven-bulk-processing","description":"Exposes API endpoints for programmatic bulk image editing, enabling integration with custom workflows and automation systems. Allows developers to trigger batch transformations via API calls without UI interaction.","intents":["I need to automate image editing as part of my product upload pipeline","I want to integrate bulk editing into my custom workflow system","I need to trigger image transformations programmatically"],"best_for":["developers","technical teams","organizations with custom workflows"],"limitations":["Requires API documentation and development expertise","API rate limits may apply","Debugging API issues requires technical knowledge"],"requires":["Cloudinary account","API credentials","Developer knowledge","Integration infrastructure"],"input_types":["API requests with image URLs and transformation parameters"],"output_types":["transformed images","API response with status and results"],"categories":["integration","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_11","uri":"capability://productivity.batch.quality.assurance.preview","name":"batch-quality-assurance-preview","description":"Provides preview and validation of bulk transformations before final application. Allows teams to review sample results and adjust parameters before processing entire batches.","intents":["I want to preview how my edits will look before applying to all images","I need to validate transformation settings on sample images","I want to avoid mistakes on large batches by testing first"],"best_for":["quality-conscious teams","teams new to bulk editing","organizations with high image standards"],"limitations":["Preview may not perfectly match final output on all images","Adds time to workflow"],"requires":["Cloudinary account","Sample images from batch","Preview interface"],"input_types":["sample images","transformation parameters"],"output_types":["preview images","validation feedback"],"categories":["productivity","quality-assurance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_2","uri":"capability://photo.editing.format.conversion.optimization","name":"format-conversion-optimization","description":"Converts images between formats and automatically optimizes file sizes for web delivery. Applies compression and format selection (WebP, AVIF, etc.) across batches to reduce bandwidth and improve load times.","intents":["I need to convert all my PNG images to WebP for faster loading","I want to reduce file sizes across my image library without quality loss","I need to ensure my images are in the best format for different browsers"],"best_for":["web developers","performance-focused teams","e-commerce platforms"],"limitations":["Automatic optimization may not match manual quality tuning for specific images","Some legacy browsers may not support newer formats like AVIF"],"requires":["Cloudinary account","Target format specified","Batch of images"],"input_types":["image/jpeg","image/png","image/gif","image/tiff"],"output_types":["image/webp","image/avif","image/jpeg","image/png"],"categories":["photo-editing","optimization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_3","uri":"capability://photo.editing.intelligent.auto.cropping","name":"intelligent-auto-cropping","description":"Automatically crops images to focus on primary subjects using AI object detection. Removes unnecessary whitespace or background while keeping the subject centered and properly framed across entire batches.","intents":["I need to crop all my product photos to remove excess whitespace","I want to ensure all images have consistent framing and composition","I need to focus attention on the main subject in each image"],"best_for":["e-commerce teams","product photography teams","catalog managers"],"limitations":["May not preserve artistic composition for non-product images","Requires clear subject distinction from background","Cannot handle complex multi-subject compositions well"],"requires":["Cloudinary account","Images with identifiable primary subjects","Batch of images"],"input_types":["image/jpeg","image/png","image/webp"],"output_types":["image/jpeg","image/png","image/webp"],"categories":["photo-editing","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_4","uri":"capability://productivity.metadata.preservation.and.tagging","name":"metadata-preservation-and-tagging","description":"Maintains or applies metadata, EXIF data, and custom tags across bulk-edited images. Ensures edited images retain important information or are consistently tagged for organization and DAM integration.","intents":["I need to preserve image metadata after bulk editing","I want to automatically tag edited images for organization","I need to maintain copyright and source information across my catalog"],"best_for":["DAM administrators","large-scale image management teams","organizations with complex metadata requirements"],"limitations":["Metadata handling depends on Cloudinary's specific implementation","Custom tagging rules may require manual configuration"],"requires":["Cloudinary account","Metadata schema defined","Integration with Cloudinary DAM"],"input_types":["image files with embedded metadata"],"output_types":["image files with preserved/updated metadata"],"categories":["productivity","organization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_5","uri":"capability://productivity.batch.transformation.templating","name":"batch-transformation-templating","description":"Creates reusable transformation templates that apply consistent editing rules across multiple batches. Allows teams to define once and apply repeatedly without reconfiguring parameters for each batch.","intents":["I want to apply the same edits to different batches of images","I need to maintain consistency across multiple editing campaigns","I want to save time by reusing editing configurations"],"best_for":["marketing operations teams","e-commerce managers","teams with recurring image editing needs"],"limitations":["Templates may not adapt well to images with varying characteristics","Requires upfront configuration time"],"requires":["Cloudinary account","Template creation interface","Defined transformation parameters"],"input_types":["transformation configuration"],"output_types":["reusable template","batch-edited images"],"categories":["productivity","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_6","uri":"capability://photo.editing.bulk.filter.and.effect.application","name":"bulk-filter-and-effect-application","description":"Applies visual filters, color corrections, and effects to multiple images simultaneously. Includes adjustments like brightness, contrast, saturation, and artistic filters applied consistently across batches.","intents":["I need to apply consistent color grading to all my product photos","I want to enhance image quality across my entire catalog","I need to apply a specific visual style to maintain brand consistency"],"best_for":["marketing teams","e-commerce businesses","brand-focused organizations"],"limitations":["Automatic adjustments may not suit all images equally","Limited artistic control compared to manual editing","May require manual fine-tuning for optimal results"],"requires":["Cloudinary account","Filter/effect parameters specified","Batch of images"],"input_types":["image/jpeg","image/png","image/webp"],"output_types":["image/jpeg","image/png","image/webp"],"categories":["photo-editing","automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_7","uri":"capability://photo.editing.watermark.and.branding.application","name":"watermark-and-branding-application","description":"Adds watermarks, logos, or branding elements to multiple images in a single operation. Applies consistent positioning and sizing across entire batches for brand protection and consistency.","intents":["I need to add my logo to all my product images","I want to watermark my images for copyright protection","I need to apply consistent branding across my image library"],"best_for":["marketing teams","content creators","e-commerce businesses"],"limitations":["Watermark placement may not be optimal for all image compositions","Requires watermark asset to be pre-defined"],"requires":["Cloudinary account","Watermark/logo file","Positioning parameters","Batch of images"],"input_types":["image/jpeg","image/png","image/webp","watermark asset"],"output_types":["image/jpeg","image/png","image/webp with watermark"],"categories":["photo-editing","branding"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_8","uri":"capability://productivity.performance.analytics.and.reporting","name":"performance-analytics-and-reporting","description":"Provides insights into bulk editing operations including processing time, file size reductions, and transformation success rates. Generates reports on efficiency gains and cost savings from automated editing.","intents":["I want to see how much time and storage I'm saving with bulk editing","I need to report on image optimization results to stakeholders","I want to track the performance of my editing workflows"],"best_for":["marketing managers","operations teams","budget-conscious organizations"],"limitations":["Reporting granularity depends on Cloudinary's analytics implementation","May not capture all cost factors"],"requires":["Cloudinary account","Completed bulk editing operations","Access to analytics dashboard"],"input_types":["bulk editing operation data"],"output_types":["analytics dashboard","performance reports","CSV exports"],"categories":["productivity","analytics"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__cap_9","uri":"capability://productivity.cloudinary.dam.integration","name":"cloudinary-dam-integration","description":"Seamlessly integrates bulk editing workflows with Cloudinary's Digital Asset Management system. Allows direct editing of assets stored in Cloudinary DAM without external uploads or downloads.","intents":["I want to edit images directly from my Cloudinary DAM","I need to maintain a centralized workflow for image management and editing","I want to avoid duplicating images across systems"],"best_for":["Cloudinary users","teams with existing Cloudinary infrastructure","organizations prioritizing workflow integration"],"limitations":["Only works with Cloudinary-hosted images","Requires Cloudinary DAM subscription","Limited value for teams using other DAM platforms"],"requires":["Cloudinary account with DAM","Images stored in Cloudinary","DAM folder/collection structure"],"input_types":["Cloudinary DAM assets"],"output_types":["edited assets in Cloudinary DAM"],"categories":["productivity","integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_edit-at-scale__headline","uri":"capability://image.visual.ai.driven.bulk.image.editing.tool","name":"ai-driven bulk image editing tool","description":"Edit At Scale is an AI-driven tool designed for marketing teams and e-commerce businesses that need to automate bulk image editing tasks like background removal and resizing efficiently at scale.","intents":["best AI image editing tool","bulk image editing for e-commerce","AI tool for automating image edits","efficient image processing for marketing teams","image editing solutions for large volumes"],"best_for":["E-commerce teams","marketing operations","product-heavy businesses"],"limitations":["Locked into Cloudinary's ecosystem"],"requires":["Cloudinary account"],"input_types":["image files"],"output_types":["edited image files"],"categories":["image-visual"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":49,"verified":false,"data_access_risk":"low","permissions":["Cloudinary account","Images hosted on or uploadable to Cloudinary","Batch of 10+ images for practical efficiency","Target dimensions specified","Batch of images","API credentials","Developer knowledge","Integration infrastructure","Sample images from batch","Preview interface"],"failure_modes":["May struggle with complex or ambiguous subject boundaries","Requires subjects to be reasonably distinct from backgrounds","Not suitable for artistic or creative background removal requiring human judgment","Limited control over cropping strategy compared to manual editing","May not preserve optimal composition for all images","Requires API documentation and development expertise","API rate limits may apply","Debugging API issues requires technical knowledge","Preview may not perfectly match final output on all images","Adds time to workflow","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.45,"quality":0.88,"ecosystem":0.35000000000000003,"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":"2026-05-24T12:16:30.283Z","last_scraped_at":"2026-04-05T13:23:42.534Z","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=edit-at-scale","compare_url":"https://unfragile.ai/compare?artifact=edit-at-scale"}},"signature":"XfD6y9fT8tOXbBuzd3vKx8Q956rVfub1QN61SoUb3RQBHbi8k3pXz3OJC3+hB0FvGsKxntRQjY99hMs7MEk4BQ==","signedAt":"2026-06-19T20:29:34.033Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/edit-at-scale","artifact":"https://unfragile.ai/edit-at-scale","verify":"https://unfragile.ai/api/v1/verify?slug=edit-at-scale","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"}}