{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"remove-bg","slug":"remove-bg","name":"Remove.bg","type":"product","url":"https://remove.bg","page_url":"https://unfragile.ai/remove-bg","categories":["image-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"remove-bg__cap_0","uri":"capability://image.visual.neural.network.based.background.removal.with.hair.level.detail.preservation","name":"neural-network-based background removal with hair-level detail preservation","description":"Removes image backgrounds using a deep learning model trained to isolate subjects with pixel-level precision, including fine details like hair strands, fur, and semi-transparent edges. The model processes the entire image to generate a segmentation mask that separates foreground subject from background, then applies the mask to produce either a transparent PNG or white-background output. Processing occurs server-side via HTTP API calls with support for batch operations up to 500 images per minute.","intents":["I need to remove backgrounds from product photos for e-commerce listings without manual masking","I want to batch-process hundreds of images with consistent quality and preserve fine details like hair","I need to integrate background removal into my design or e-commerce workflow programmatically","I want to extract subjects from photos and place them on custom backgrounds"],"best_for":["e-commerce teams processing product catalogs","graphic designers and content creators needing quick background removal","developers building image processing pipelines or SaaS tools","marketing teams creating social media assets at scale"],"limitations":["No documented maximum image dimensions or file size limits — risk of timeout on very large files","Single unnamed model with no option to select alternative models for different use cases (e.g., product vs. portrait)","Batch processing limited to 500 images per minute — not suitable for real-time streaming or sub-second latency requirements","No documented accuracy metrics, failure rates, or edge cases (e.g., performance on transparent objects, complex backgrounds)","Server-side processing only — no local/on-device option for privacy-sensitive applications"],"requires":["API key from Remove.bg (obtained via OAuth registration)","HTTP client library (any language with REST support)","Input image in JPEG or PNG format (implied, not explicitly documented)","Internet connectivity for API calls"],"input_types":["image (JPEG, PNG — formats inferred from website examples)"],"output_types":["image (PNG with transparency or JPEG with white background)","binary image data via HTTP response"],"categories":["image-visual","ai-segmentation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_1","uri":"capability://image.visual.ai.powered.custom.background.generation.and.replacement","name":"ai-powered custom background generation and replacement","description":"After background removal, generates or applies custom AI-created backdrops to isolated subjects. The system can synthesize photorealistic or stylized backgrounds based on text descriptions or templates, then composites the extracted subject onto the generated background. This enables one-step subject extraction and background replacement without requiring separate background images or manual compositing.","intents":["I want to automatically place product photos on branded or contextual backgrounds","I need to generate multiple background variations for the same subject without reshooting","I want to create lifestyle product images by compositing subjects onto AI-generated scenes"],"best_for":["e-commerce platforms automating product image enhancement","marketing teams creating multiple asset variations from single source images","content creators needing quick background swaps without design skills"],"limitations":["No documented control over background generation parameters (style, composition, color palette)","Unknown whether backgrounds are generated per-request or selected from a template library","No API documentation for background customization — feature may be web-UI only","Quality and consistency of generated backgrounds not benchmarked in provided materials"],"requires":["API key from Remove.bg","Pre-extracted subject (from background removal capability) or raw image","Optional: text description or style template (if supported)"],"input_types":["image (extracted subject or raw image)"],"output_types":["image (PNG or JPEG with subject composited on generated background)"],"categories":["image-visual","generative-ai"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_2","uri":"capability://tool.use.integration.restful.http.api.with.bulk.image.processing.and.format.negotiation","name":"restful http api with bulk image processing and format negotiation","description":"Exposes background removal and background generation as HTTP endpoints accepting image uploads (multipart/form-data or URL references) and returning processed images or metadata. Supports batch processing of up to 500 images per minute through repeated API calls or a bulk endpoint. Clients can specify output format (transparent PNG vs. white background JPEG) via request parameters. Authentication via OAuth-based API key system.","intents":["I want to integrate background removal into my application without building a UI","I need to process hundreds of images programmatically in a batch job","I want to call background removal from a serverless function or microservice","I need to support multiple output formats (PNG, JPEG) based on user preference"],"best_for":["backend developers building image processing pipelines","SaaS platforms integrating background removal as a feature","teams automating image workflows via CI/CD or scheduled jobs","developers building integrations with design or e-commerce platforms"],"limitations":["No documented endpoint specifications, request/response schemas, or error codes — API contract unknown","Rate limit of 500 images/minute is a hard ceiling — no documented burst capacity or priority queuing","No documented webhook or async callback mechanism — polling or blocking calls required for batch jobs","Authentication mechanism (OAuth vs. API key) unclear from provided materials","No SDK provided — requires manual HTTP client implementation in each language"],"requires":["API key from Remove.bg (obtained via OAuth registration at accounts.kaleido.ai)","HTTP client library (curl, requests, axios, etc.)","Image file or publicly accessible image URL"],"input_types":["image (multipart/form-data upload or URL reference — format inferred)"],"output_types":["image (binary PNG or JPEG data)","HTTP status codes and error responses (format unknown)"],"categories":["tool-use-integration","api-design"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_3","uri":"capability://tool.use.integration.native.integrations.with.design.and.e.commerce.platforms","name":"native integrations with design and e-commerce platforms","description":"Provides native plugins or extensions for Photoshop, Canva, Shopify, Figma, and Zapier, enabling background removal without leaving the user's primary workflow tool. Integrations likely use the same underlying API but abstract authentication, file handling, and output formatting into platform-specific UI components. Zapier integration enables no-code automation workflows (e.g., trigger background removal on new Shopify product uploads).","intents":["I want to remove backgrounds directly in Photoshop without switching tools","I need to automate background removal for new Shopify product images","I want to use background removal in Canva designs without exporting and re-importing","I want to trigger background removal via Zapier when images are uploaded to my storage"],"best_for":["non-technical designers using Photoshop, Canva, or Figma","e-commerce teams managing Shopify stores","teams building no-code automation workflows via Zapier","users preferring in-app tools over standalone APIs"],"limitations":["No documentation of integration architecture — unclear whether plugins are native extensions or iframe-based wrappers","Feature parity unknown — integrations may not support all API capabilities (e.g., background generation may be API-only)","Zapier integration limited to Zapier's action/trigger model — no custom logic or conditional processing","Photoshop plugin requires Photoshop subscription and specific version (undocumented)","Figma integration may have latency or file size limitations due to Figma's plugin sandbox"],"requires":["Photoshop 2021+ (version inferred, not documented)","Canva account (free or paid)","Shopify store with admin access","Figma account and design file","Zapier account and connected source/destination apps","Remove.bg API key for authentication"],"input_types":["image (native to each platform — Photoshop layers, Canva uploads, Shopify product images, Figma assets)"],"output_types":["image (processed within platform — Photoshop layers, Canva assets, Shopify product images, Figma components)"],"categories":["tool-use-integration","platform-extension"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_4","uri":"capability://image.visual.mobile.app.for.on.device.and.on.the.go.background.removal","name":"mobile app for on-device and on-the-go background removal","description":"Native mobile application (iOS and/or Android) providing background removal functionality optimized for mobile devices. Likely uses the same cloud API as the web tool but may include local caching, offline preview, or on-device inference for faster processing. Users can capture photos directly in the app, remove backgrounds, and share or export results without desktop software.","intents":["I want to remove backgrounds from photos taken on my phone immediately","I need to process images on-the-go without a computer","I want to quickly create product photos for social media using my phone camera"],"best_for":["mobile-first users and content creators","field teams capturing and processing images in real-time","social media creators needing quick asset generation"],"limitations":["No documentation of on-device vs. cloud processing — likely requires internet connectivity","Unknown whether mobile app has feature parity with web tool (background generation may be web-only)","No documented offline mode or local caching","Mobile app likely has same rate limits as API (500 images/minute) but unclear how this applies to interactive use","Storage and export options undocumented (e.g., cloud sync, local gallery integration)"],"requires":["iOS or Android device (version requirements undocumented)","Remove.bg account (free or paid)","Internet connectivity (assumed, not documented)"],"input_types":["image (camera capture or photo library import)"],"output_types":["image (PNG with transparency or JPEG with white background)","shareable link or export to photo library"],"categories":["image-visual","mobile-app"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_5","uri":"capability://tool.use.integration.freemium.usage.tier.with.free.quota.and.paid.upgrades","name":"freemium usage tier with free quota and paid upgrades","description":"Offers a free tier allowing users to process images without payment, with undocumented quota limits (homepage claims '100% Automatically and Free' but specific limits unknown). Paid tiers provide higher quotas, priority processing, or advanced features (e.g., background generation). Pricing model and tier structure are incomplete in provided materials, but OAuth-based purchase flow suggests subscription or pay-as-you-go billing.","intents":["I want to try background removal without committing to a paid plan","I need to scale from free tier to paid as my usage grows","I want predictable per-image or monthly costs for my workflow"],"best_for":["individual creators and small teams evaluating the tool","businesses with variable image processing volumes","users wanting to avoid upfront costs"],"limitations":["Free tier quota limits are undocumented — unclear whether it's per-day, per-month, or per-account","Pricing tiers and costs are not documented in provided materials — cannot compare value vs. alternatives","No documented upgrade path or quota overage handling (e.g., automatic billing, hard limits, or warnings)","Unclear whether free tier has feature restrictions (e.g., background generation may be paid-only)","No documented trial period or money-back guarantee"],"requires":["Remove.bg account (free or paid)","Valid payment method for paid tiers (type and processors unknown)"],"input_types":[],"output_types":[],"categories":["tool-use-integration","pricing-model"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_6","uri":"capability://image.visual.magic.brush.feature.for.selective.background.editing","name":"magic brush feature for selective background editing","description":"Mentioned in navigation but not documented in provided materials. Likely enables users to manually refine background removal results by painting or masking specific areas, providing fine-grained control over the segmentation boundary. May support brush size, feathering, and undo/redo for iterative editing.","intents":["I want to manually fix background removal errors on specific areas","I need to refine the edge between subject and background for precise results","I want to selectively remove or restore background in certain regions"],"best_for":["designers requiring pixel-perfect results","users with complex subjects where automatic removal is imperfect"],"limitations":["Feature is mentioned in navigation but completely undocumented — no details on how it works, UI, or API support","Unknown whether Magic Brush is available in web tool, mobile app, or integrations","Unknown whether Magic Brush is free or paid-only","No information on brush types, precision, or undo depth"],"requires":["Remove.bg web tool or mobile app (unclear which platforms support this feature)"],"input_types":["image (with background already removed or in progress)"],"output_types":["image (refined with manual edits applied)"],"categories":["image-visual","interactive-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_7","uri":"capability://tool.use.integration.zapier.workflow.automation.integration","name":"zapier workflow automation integration","description":"Integrates with Zapier's workflow automation platform, allowing background removal to be triggered by events (file upload, form submission, etc.) and chained with other actions (save to cloud storage, send email, update spreadsheet). Uses Zapier's standardized action/trigger framework to expose Remove.bg as a reusable step in multi-step workflows without coding.","intents":["Automatically remove backgrounds from images uploaded to a form or folder","Chain background removal with file storage (Google Drive, Dropbox, S3)","Trigger background removal on schedule (daily, weekly) for batch processing","Integrate background removal into no-code business processes"],"best_for":["Non-technical business users building automation workflows","Teams using Zapier for existing integrations","Small businesses automating image processing without developers","Workflows combining Remove.bg with other SaaS tools"],"limitations":["Zapier integration details not documented — unclear what triggers/actions are exposed","Likely subject to Zapier's rate limits and execution time limits (5 minute timeout per task)","No direct file streaming — may require downloading/uploading files through Zapier","Zapier pricing adds cost on top of Remove.bg API costs","Limited error handling and retry logic within Zapier's framework","Debugging workflow failures requires Zapier's UI — less transparent than direct API calls"],"requires":["Zapier account (free or paid)","Remove.bg account with API key","Connected source (Google Drive, Dropbox, form, etc.)","Connected destination (cloud storage, email, spreadsheet, etc.)"],"input_types":["image files from Zapier-supported sources"],"output_types":["processed images to Zapier-supported destinations"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_8","uri":"capability://tool.use.integration.zapier.integration.for.no.code.automation.workflows","name":"zapier integration for no-code automation workflows","description":"Integrates Remove.bg with Zapier's automation platform, enabling users to build no-code workflows that trigger background removal based on events (file uploads, form submissions, etc.). The integration uses Zapier's API to connect Remove.bg with hundreds of other services, enabling automated image processing pipelines without coding. This targets non-technical users and small teams building automation workflows.","intents":["Automatically remove backgrounds from images uploaded to cloud storage","Trigger background removal when new products are added to inventory","Build automated image processing pipelines without coding","Connect background removal to CRM, email, or other business tools"],"best_for":["Non-technical users building automation workflows","Small teams without development resources","E-commerce businesses automating product image processing","Marketing teams automating image creation workflows"],"limitations":["Limited to Zapier's action/trigger capabilities","No documented support for complex conditional logic or image manipulation","Zapier's rate limits and pricing may add costs","Unknown whether integration supports background replacement or only removal","No documented support for batch processing or bulk operations"],"requires":["Zapier account (free or paid)","Remove.bg Zapier integration enabled","Remove.bg API key or subscription","Connected service (Google Drive, Dropbox, Shopify, etc.)"],"input_types":["trigger events (file uploads, form submissions, etc.)","image files from connected services"],"output_types":["processed images","trigger actions (save to storage, send email, update database, etc.)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__cap_9","uri":"capability://image.visual.web.based.ui.for.free.background.removal.without.authentication","name":"web-based ui for free background removal without authentication","description":"Provides a browser-based interface at remove.bg website enabling users to upload images and remove backgrounds without creating an account or API key. The web UI handles image upload, processing via the same backend API, and result download, offering immediate value to casual users. This freemium approach with no signup friction drives user acquisition and conversion to paid tiers.","intents":["Remove background from a single image without creating account","Test background removal quality before committing to paid tier","Process images without technical knowledge or API integration","Quick one-off background removal without software installation"],"best_for":["Casual users needing one-off background removal","Non-technical users without coding skills","Users evaluating Remove.bg before purchasing","Designers or photographers testing on specific images"],"limitations":["Free tier quota limits not documented","No batch processing in web UI (single image at a time)","No documented support for background replacement (removal only)","Unknown file size or resolution limits","No account persistence for free users (results may not be saved)"],"requires":["Web browser with JavaScript enabled","Internet connection","Image file (format support not documented)"],"input_types":["image/jpeg","image/png","image/webp"],"output_types":["image/png (transparent background)","downloadable file"],"categories":["image-visual","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"remove-bg__headline","uri":"capability://image.visual.ai.powered.background.removal.tool","name":"ai-powered background removal tool","description":"Remove.bg is an AI-powered tool that instantly removes backgrounds from images with high accuracy, making it ideal for photographers, marketers, and e-commerce businesses looking for quick and efficient background editing.","intents":["best AI background removal tool","background removal for e-commerce","AI tool for image background editing","how to remove image backgrounds quickly","top background removal services","background removal API for developers"],"best_for":["photographers","marketers","e-commerce businesses"],"limitations":["may struggle with complex images"],"requires":["internet connection"],"input_types":["JPEG","PNG"],"output_types":["transparent PNG","images with new backgrounds"],"categories":["image-visual"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":54,"verified":false,"data_access_risk":"high","permissions":["API key from Remove.bg (obtained via OAuth registration)","HTTP client library (any language with REST support)","Input image in JPEG or PNG format (implied, not explicitly documented)","Internet connectivity for API calls","API key from Remove.bg","Pre-extracted subject (from background removal capability) or raw image","Optional: text description or style template (if supported)","API key from Remove.bg (obtained via OAuth registration at accounts.kaleido.ai)","HTTP client library (curl, requests, axios, etc.)","Image file or publicly accessible image URL"],"failure_modes":["No documented maximum image dimensions or file size limits — risk of timeout on very large files","Single unnamed model with no option to select alternative models for different use cases (e.g., product vs. portrait)","Batch processing limited to 500 images per minute — not suitable for real-time streaming or sub-second latency requirements","No documented accuracy metrics, failure rates, or edge cases (e.g., performance on transparent objects, complex backgrounds)","Server-side processing only — no local/on-device option for privacy-sensitive applications","No documented control over background generation parameters (style, composition, color palette)","Unknown whether backgrounds are generated per-request or selected from a template library","No API documentation for background customization — feature may be web-UI only","Quality and consistency of generated backgrounds not benchmarked in provided materials","No documented endpoint specifications, request/response schemas, or error codes — API contract unknown","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.7,"quality":0.9,"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":"2026-05-24T12:16:25.061Z","last_scraped_at":null,"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=remove-bg","compare_url":"https://unfragile.ai/compare?artifact=remove-bg"}},"signature":"TKgyU8iNtOtSqivqhyPkdGeKSp2amG8E7amAlfbmzOaFxhgr3ktLCq9ruMf2V3ccQRrdpGJL46NScPPoNtlWCQ==","signedAt":"2026-06-22T17:24:20.425Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/remove-bg","artifact":"https://unfragile.ai/remove-bg","verify":"https://unfragile.ai/api/v1/verify?slug=remove-bg","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"}}