{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_bg-remover","slug":"bg-remover","name":"BG Remover","type":"webapp","url":"https://bgremover.stockphotos.com","page_url":"https://unfragile.ai/bg-remover","categories":["image-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_bg-remover__cap_0","uri":"capability://image.visual.semantic.segmentation.based.background.removal","name":"semantic-segmentation-based background removal","description":"Removes image backgrounds using Bria AI's semantic segmentation model that identifies foreground objects and isolates them from background regions. The system processes uploaded images server-side on GPU-accelerated infrastructure, applies edge smoothing algorithms to refine boundaries, and outputs PNG files with transparent backgrounds. Processing occurs in a stateless, queue-based architecture where free-tier requests receive lower priority than paid requests.","intents":["I need to quickly remove backgrounds from product photos for my e-commerce catalog without manual Photoshop work","I want to extract logos or graphics from photos and use them in design compositions","I need to prepare social media content with transparent backgrounds for overlay on different backgrounds","I'm processing a batch of 20-100 images and need a fast, automated solution rather than manual masking"],"best_for":["E-commerce sellers and small business owners processing product photography batches (20-100 images)","Social media content creators needing quick background isolation for posts and ads","Graphic designers augmenting workflows in Figma or Canva with rapid background removal","Non-technical users who need single-click operation without software installation"],"limitations":["Edge detection produces fuzzy results around complex details like hair, fur, and fine textures — requires manual refinement for professional quality","Free tier caps output at 1200px maximum dimension, severely limiting commercial use (professional work typically requires 2000-8000px)","Processing degrades significantly on blurry, pixelated, or low-contrast images — requires sharp, well-lit source material","No iterative refinement or masking adjustments available — single-pass processing with no ability to selectively adjust removal regions","Latency varies by tier: free tier processing is slow and low-priority; paid tier speed SLA is unspecified","Maximum input file size is 10MB and longest dimension is 2000px, limiting high-resolution source material"],"requires":["Web browser with drag-drop file support (Chrome, Firefox, Safari, Edge)","Image file in JPG, PNG, TIFF, WEBP, or BMP format","Internet connection for cloud processing (no local processing available)","For API access: API key obtained via request process on Stockphotos.com"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with alpha channel (transparent background)"],"categories":["image-visual","background-removal"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_1","uri":"capability://image.visual.resolution.tiered.output.scaling","name":"resolution-tiered output scaling","description":"Implements a pricing-based output resolution constraint where free-tier users receive maximum 1200px output dimensions while paid-tier users access up to 8000px output. The system processes input images at up to 2000px maximum dimension regardless of tier, then scales output based on subscription level. This creates a hard technical ceiling that blocks professional print work (which requires 300 DPI at larger dimensions) on free tier while enabling commercial use on paid tiers.","intents":["I need to determine if the free tier will produce output large enough for my use case before committing to paid","I'm preparing images for print and need to understand maximum output dimensions available","I want to compare cost-per-image across different output quality tiers for my batch processing workflow"],"best_for":["E-commerce sellers evaluating whether 1200px free output is sufficient for product thumbnails vs full-resolution catalog images","Designers assessing if paid tier's 8000px output meets print or large-format requirements","Budget-conscious teams comparing free tier limitations against $4.90-$15.00 paid tier costs"],"limitations":["Free tier's 1200px maximum output is unsuitable for print work, large-format displays, or high-DPI requirements (typically 300 DPI minimum)","Paid tier's 8000px ceiling still insufficient for very large-format work or professional photography archives","No intermediate resolution tiers — only binary choice between 1200px (free) and 8000px (paid), no granular pricing for 2000px or 4000px outputs","Output resolution is hard-capped regardless of input quality or processing time investment","No upscaling capability built-in — separate 'Upscaler' product required for enlargement beyond native output limits"],"requires":["Free tier: no payment required, but 3-removal allocation expires after 1 month","Paid tier: one-time purchase of Standard ($4.90 for 20 removals) or Premium ($15.00 for 100 removals) tier"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with dimensions: 1200px max (free) or 8000px max (paid)"],"categories":["image-visual","pricing-constraint"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_10","uri":"capability://image.visual.model.training.data.diversity.and.domain.coverage","name":"model training data diversity and domain coverage","description":"Bria AI model is trained on diverse image sets including faces, natural surroundings, real estate, and illustrations, enabling the system to handle varied image types with reasonable accuracy. The system does not disclose specific training data composition, model architecture, or retraining frequency, making it unclear how well the model generalizes to niche domains or how often it's updated with new training data.","intents":["I need to understand if the tool works well for my specific image type (portraits, landscapes, product photos, illustrations)","I want to know how often the model is updated and whether it improves over time","I'm evaluating whether the tool is suitable for my niche domain (medical images, fashion, real estate)"],"best_for":["Users processing common image types (product photos, portraits, landscapes, illustrations) covered by training data","E-commerce sellers with standard product photography","Graphic designers working with illustrations and logos"],"limitations":["Training data composition is not disclosed — unclear what percentage of training data covers each domain","Niche domains (medical images, scientific photography, specialized graphics) may not be well-covered by training data","Model architecture and version are not disclosed — unclear if model is state-of-the-art or outdated","Retraining frequency is not disclosed — unclear if model is updated regularly or static","No domain-specific fine-tuning options available — single model used for all image types","No performance metrics provided (accuracy, precision, recall) — unclear how well model performs on different image types","No option to provide feedback or contribute training data — model improvement is opaque to users"],"requires":["Image type covered by training data: faces, natural surroundings, real estate, or illustrations","Reasonable image quality (sharp, well-lit, clear subject-background separation)"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with transparent background (quality varies by image type)"],"categories":["image-visual","model-training"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_11","uri":"capability://image.visual.single.image.stateless.processing.without.context.persistence","name":"single-image stateless processing without context persistence","description":"Processes each image independently in a stateless manner without maintaining context or history across requests. The system does not support iterative refinement, masking adjustments, or multi-step workflows — each image is processed once and output is final. Processing history is stored for 90 days on paid tiers for recovery purposes, but not used to improve future processing or enable iterative workflows.","intents":["I need to quickly process a single image without complex workflows","I want to understand if the tool supports iterative refinement or if I need to use Photoshop for manual adjustments","I'm evaluating whether the tool's single-pass processing is sufficient for my use case"],"best_for":["Users processing single images or small batches where single-pass processing is acceptable","Quick turnaround workflows where iterative refinement is not required","Users willing to use Photoshop or other tools for manual refinement after background removal"],"limitations":["No iterative refinement — single-pass processing with no ability to adjust results","No masking or selective removal — entire image processed with fixed algorithm","No context persistence — each image processed independently without learning from previous results","No undo or reprocessing — if result is unsatisfactory, user must reupload and reprocess (consuming credits)","No multi-step workflows — cannot combine background removal with other operations (upscaling, color correction)","No ability to save intermediate results or processing parameters — each processing is independent","Processing history is stored but not used for improvement — history is for recovery only, not for iterative refinement"],"requires":["Single image file per request","Acceptance of single-pass processing with no refinement"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with transparent background (final, no refinement possible)"],"categories":["image-visual","processing-model"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_2","uri":"capability://automation.workflow.priority.based.queue.processing.with.tier.differentiation","name":"priority-based queue processing with tier differentiation","description":"Implements a backend queue system where free-tier image processing requests receive lower priority and slower processing than paid-tier requests. The system queues all incoming images server-side and allocates GPU resources based on subscription level, resulting in variable latency (free tier: unspecified slow processing; paid tier: unspecified fast processing). This creates a soft incentive to upgrade without blocking free-tier functionality entirely.","intents":["I need to understand processing time expectations before choosing between free and paid tier","I'm processing time-sensitive content and need guaranteed fast turnaround for my workflow","I want to know if free tier processing speed is acceptable for my use case or if I should budget for paid tier"],"best_for":["Time-sensitive workflows (e-commerce sellers preparing daily product listings, social media creators on tight deadlines)","Users evaluating whether free tier's slow processing is acceptable for their use case","Teams with variable processing needs who want to upgrade only when time-sensitivity increases"],"limitations":["Free tier processing latency is unspecified — no SLA or typical processing time disclosed, creating uncertainty for planning","Paid tier processing speed is also unspecified — no guaranteed SLA or maximum latency documented","No ability to prioritize individual requests within a tier — all free-tier requests treated equally, all paid-tier requests treated equally","Queue depth and processing capacity are not disclosed — no visibility into wait times during peak usage","No batch processing on web UI — only single-image processing available, forcing sequential uploads for multiple images","Processing latency is not controllable by user — no option to pay for expedited processing within a tier"],"requires":["Free tier: 3-removal allocation (expires after 1 month)","Paid tier: one-time purchase of Standard ($4.90) or Premium ($15.00) tier","Internet connection with sufficient bandwidth for image upload/download"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with transparent background"],"categories":["automation-workflow","queue-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_3","uri":"capability://tool.use.integration.restful.api.with.per.image.pricing.and.batch.support","name":"restful api with per-image pricing and batch support","description":"Exposes background removal functionality via documented REST API that accepts image uploads and returns PNG outputs with transparent backgrounds. The API implements per-image pricing ($0.15/image at scale via prepaid credit system) and supports batch processing workflows, enabling integration into design tools, eCommerce platforms, and custom applications. API requests bypass the web UI queue and receive consistent processing priority based on prepaid credit tier.","intents":["I need to integrate background removal into my eCommerce platform's product upload workflow automatically","I want to build a custom application that processes hundreds of images in batch without manual uploads","I need to connect background removal to design tools like Figma or Canva via plugin architecture","I'm building a SaaS product and need to white-label background removal as a feature"],"best_for":["Developers building eCommerce integrations (Shopify, WooCommerce plugins) requiring automated product image processing","SaaS builders needing to embed background removal as a feature in their platform","Teams processing 100+ images regularly where per-image API pricing ($0.15) is more cost-effective than web UI tier purchases","Custom application developers requiring programmatic control and batch processing capabilities"],"limitations":["API pricing has no volume discount — $0.15/image at all scales, making very large batches (1000+ images) expensive compared to per-tier web UI pricing","No documented rate limits or concurrent request handling — unclear if API supports parallel processing or enforces sequential processing","Batch processing API parameters are not specified — unclear if batches are processed sequentially or in parallel, and what maximum batch size is supported","API documentation does not specify timeout values, retry policies, or error handling for failed requests","No webhook support mentioned — integration requires polling for results or synchronous request-response pattern","Prepaid credit system requires upfront payment with no refund policy mentioned — unused credits expire after 12 months","API integration requires developer time for authentication, error handling, and workflow implementation (1-2 hours minimum)"],"requires":["API key obtained via request process on Stockphotos.com","Prepaid credit account with minimum balance for processing","HTTP client library (curl, requests, axios, etc.)","Developer familiarity with REST API integration patterns"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp","multipart/form-data with image file"],"output_types":["image/png with alpha channel (transparent background)","JSON response with image URL or base64-encoded PNG"],"categories":["tool-use-integration","api-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_4","uri":"capability://data.processing.analysis.input.validation.and.format.normalization","name":"input validation and format normalization","description":"Validates uploaded images against format whitelist (JPG, PNG, TIFF, WEBP, BMP), file size limit (10MB), and dimension constraints (2000px maximum longest side for input). The system normalizes diverse input formats to a common internal representation before processing, ensuring consistent semantic segmentation model input. Invalid inputs are rejected with error messages before GPU processing begins, reducing wasted compute resources.","intents":["I need to understand which image formats my tool can accept before building an integration","I want to know the maximum file size and resolution I can upload without errors","I'm debugging why my image upload failed and need to understand validation rules"],"best_for":["Developers building integrations who need to validate images client-side before API submission","Non-technical users understanding why their image was rejected","Teams standardizing image formats across their workflow"],"limitations":["Format whitelist is restrictive — no support for HEIC, AVIF, or other modern formats, limiting mobile device uploads","10MB file size limit is moderate — high-resolution images (8000px+) may exceed limit depending on compression","2000px input dimension limit is lower than output capability (8000px paid tier) — users cannot leverage full output resolution if source is upscaled","No format conversion on output — JPG input produces JPG output; PNG/BMP/TIFF/WEBP input produces PNG output, creating inconsistent output formats","No image preprocessing or auto-rotation — images must be correctly oriented before upload","Validation errors are not detailed — unclear if rejection is due to format, size, or dimensions without trial-and-error"],"requires":["Image file in supported format: JPG, PNG, TIFF, WEBP, or BMP","File size under 10MB","Longest dimension under 2000px","Web browser or HTTP client for upload"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["validation result: accepted or rejected with error message"],"categories":["data-processing-analysis","input-validation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_5","uri":"capability://image.visual.transparent.png.output.generation.with.edge.smoothing","name":"transparent png output generation with edge smoothing","description":"Generates PNG files with alpha channel (transparency) from semantic segmentation masks produced by the Bria AI model. The system applies edge smoothing algorithms to refine boundaries between foreground and background, reducing hard edges and improving compositing quality. Output PNG files are optimized for file size while preserving transparency information, enabling direct use in design tools and web applications without additional processing.","intents":["I need PNG output with transparent backgrounds that I can layer onto different backgrounds in design tools","I want to composite removed-background images onto new backgrounds without visible halos or hard edges","I need to export images for web use where transparency is required for overlay effects"],"best_for":["Graphic designers compositing images in Figma, Photoshop, or Canva","Web developers creating image overlays and layered compositions","E-commerce sellers preparing product images for transparent background display"],"limitations":["Edge smoothing produces fuzzy results on complex edges like hair, fur, and fine details — requires manual refinement in Photoshop for professional quality","No control over edge smoothing intensity — single fixed algorithm applied to all images regardless of content","Transparency is binary (fully opaque or fully transparent) — no support for semi-transparent edges or feathering","PNG output is not optimized for file size — may produce larger files than hand-optimized PNGs","No option to output as other formats with transparency (TIFF, PSD, SVG) — PNG only","Edge quality degrades on low-contrast images where foreground and background are similar in color"],"requires":["Design tool or application that supports PNG with alpha channel (Photoshop, Figma, Canva, web browsers, etc.)","Completed background removal processing"],"input_types":["semantic segmentation mask from Bria AI model"],"output_types":["image/png with alpha channel (transparent background)"],"categories":["image-visual","output-generation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_6","uri":"capability://automation.workflow.freemium.tier.with.expiring.allocation.and.upgrade.pressure","name":"freemium tier with expiring allocation and upgrade pressure","description":"Offers free tier with 3 background removals (one-time allocation) that expire after 1 month, creating time-based pressure to either upgrade or re-signup. Free tier includes output resolution cap (1200px), slow processing priority, and no batch API access. Paid tiers are one-time purchases (not subscriptions) ranging from $4.90 (20 removals) to $15.00 (100 removals) with 12-month expiration, creating recurring upgrade cycles as credits deplete.","intents":["I want to try background removal for free before committing to paid tier","I need to understand pricing and cost-per-image across different tier options","I'm evaluating whether to upgrade from free tier based on my usage patterns"],"best_for":["Individual users and small teams evaluating the tool with low commitment","Budget-conscious users processing small batches (20-100 images) willing to pay one-time fees","Users with variable processing needs who don't want recurring subscription costs"],"limitations":["Free tier allocation (3 removals) expires after 1 month — forces upgrade or re-signup, creating friction for casual users","Free tier output is capped at 1200px — insufficient for professional or commercial use, creating artificial upgrade pressure","Free tier processing is slow and low-priority — latency is unspecified, making it unclear if acceptable for user's workflow","Paid tier credits expire after 12 months — unused credits are forfeited, creating waste if usage patterns change","No subscription option — one-time purchases require repeated buying as credits deplete, creating friction for regular users","No volume discounts on API pricing ($0.15/image at all scales) — large batches (1000+ images) are expensive compared to per-tier web UI pricing","No refund policy mentioned — unclear if unused credits can be refunded or transferred","Pricing is opaque on cost-per-removal for paid tiers — Standard tier is $4.90/20 = $0.245/removal; Premium tier is $15.00/100 = $0.150/removal, but this comparison is not highlighted"],"requires":["Free tier: email signup, no payment required","Paid tier: payment method (credit card, PayPal, etc.) for one-time purchase"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with transparent background (1200px max for free, 8000px max for paid)"],"categories":["automation-workflow","pricing-model"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_7","uri":"capability://image.visual.image.quality.assessment.and.degradation.handling","name":"image quality assessment and degradation handling","description":"Implements implicit quality assessment during semantic segmentation that degrades gracefully on blurry, pixelated, or low-contrast images. The system processes all valid inputs but produces lower-quality output (fuzzy edges, incomplete removal) on images with poor source quality, without explicitly warning users or rejecting inputs. Quality degradation is not quantified or reported to users, creating uncertainty about output acceptability.","intents":["I need to understand why my background removal result looks fuzzy or incomplete","I want to know if my image quality is sufficient before uploading","I'm troubleshooting poor results and need to understand what image characteristics affect output quality"],"best_for":["Users with high-quality source images (sharp, well-lit, high contrast) who will see best results","E-commerce sellers with professional product photography","Graphic designers working with illustrations or logos (explicitly stated as best-case)"],"limitations":["Blurry images produce fuzzy background removal — no explicit warning or rejection before processing wastes credits","Pixelated images degrade output quality — no assessment of source resolution before processing","Low-contrast images where foreground and background are similar in color produce incomplete removal — no color analysis before processing","Complex edges (hair, fur, fine textures) produce fuzzy results requiring manual refinement — no edge complexity assessment before processing","No quality metrics or confidence scores provided — users cannot assess output acceptability before downloading","No guidance on optimal image characteristics (resolution, lighting, contrast) provided to users","No option to reject low-quality results and request reprocessing — single-pass processing with no feedback loop"],"requires":["Source image with reasonable quality: sharp focus, adequate lighting, clear subject-background separation","Highest quality results require: high-resolution source (2000px+), professional lighting, high contrast between subject and background"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with transparent background (quality varies based on input quality)"],"categories":["image-visual","quality-assessment"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_8","uri":"capability://tool.use.integration.design.tool.and.ecommerce.platform.integration.ecosystem","name":"design tool and ecommerce platform integration ecosystem","description":"Supports integration into design tools (Figma, Canva) and eCommerce platforms (Shopify, WooCommerce) via plugins and API endpoints, enabling background removal workflows within existing user applications. The system provides pre-built integrations for common platforms and custom API access for bespoke integrations. Integration architecture is not detailed, but implies webhook or direct API calls from third-party tools.","intents":["I want to add background removal to my Figma design workflow without leaving the tool","I need to automatically remove backgrounds from product images uploaded to my Shopify store","I'm building a custom eCommerce platform and need to integrate background removal into the product upload process"],"best_for":["Designers using Figma or Canva who want seamless background removal without context switching","E-commerce sellers on Shopify or WooCommerce needing automated product image processing","Custom application developers building bespoke integrations via REST API"],"limitations":["Specific design tool and eCommerce platform integrations are not documented — unclear which platforms are supported beyond vague mention of 'plugins, design software, mobile apps, eCommerce tools'","Integration architecture is not specified — unclear if integrations use webhooks, direct API calls, or embedded iframes","No mention of real-time preview or iterative refinement within integrated tools — likely single-pass processing only","Integration documentation is not provided — developers must request API key and reverse-engineer integration patterns","No white-label or custom branding options mentioned — integrations display Stockphotos.com branding","Integration support and SLA are not documented — unclear if integrations are officially supported or community-maintained"],"requires":["Account on supported design tool (Figma, Canva) or eCommerce platform (Shopify, WooCommerce)","API key for custom integrations","Developer time to implement custom integrations (1-2 hours minimum)"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with transparent background"],"categories":["tool-use-integration","plugin-ecosystem"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_bg-remover__cap_9","uri":"capability://safety.moderation.data.retention.and.privacy.management.with.90.day.backup","name":"data retention and privacy management with 90-day backup","description":"Implements 90-day data retention policy for paid-tier users where processed images and removal history are stored for backup and recovery purposes. Free-tier data retention policy is not specified, creating ambiguity about data handling. The system does not explicitly document data deletion procedures after retention period expires or provide user controls for immediate deletion, creating privacy and compliance risks for users handling sensitive images.","intents":["I need to understand how long my processed images are stored and whether they're accessible to others","I'm processing sensitive product images and need to know if they're deleted after processing","I need to comply with data privacy regulations (GDPR, CCPA) and need to understand data retention policies"],"best_for":["Users processing non-sensitive images (product photos, public content) who don't require immediate deletion","Teams with internal data governance policies that allow 90-day retention"],"limitations":["90-day retention is mandatory for paid tiers — no option for immediate deletion after processing","Free-tier data retention policy is not specified — unclear if free-tier images are retained, deleted immediately, or stored indefinitely","No user controls for data deletion — users cannot request immediate deletion or opt out of backup storage","Data deletion procedures are not documented — unclear if data is securely deleted or just marked for deletion after 90 days","No encryption or access controls mentioned — unclear if stored images are encrypted or accessible only to user","Privacy policy is not provided in architectural analysis — unclear if data is used for model retraining or shared with third parties","No compliance certifications mentioned (SOC 2, ISO 27001, GDPR) — unclear if tool meets regulatory requirements for sensitive data","Backup storage creates compliance risk for users handling regulated data (healthcare, financial, personal information)"],"requires":["Paid-tier account for 90-day retention guarantee","Acceptance of 90-day data retention policy","No option to opt out of data retention"],"input_types":["image/jpeg","image/png","image/tiff","image/webp","image/bmp"],"output_types":["image/png with transparent background","processing history and metadata (stored for 90 days)"],"categories":["safety-moderation","data-privacy"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Web browser with drag-drop file support (Chrome, Firefox, Safari, Edge)","Image file in JPG, PNG, TIFF, WEBP, or BMP format","Internet connection for cloud processing (no local processing available)","For API access: API key obtained via request process on Stockphotos.com","Free tier: no payment required, but 3-removal allocation expires after 1 month","Paid tier: one-time purchase of Standard ($4.90 for 20 removals) or Premium ($15.00 for 100 removals) tier","Image type covered by training data: faces, natural surroundings, real estate, or illustrations","Reasonable image quality (sharp, well-lit, clear subject-background separation)","Single image file per request","Acceptance of single-pass processing with no refinement"],"failure_modes":["Edge detection produces fuzzy results around complex details like hair, fur, and fine textures — requires manual refinement for professional quality","Free tier caps output at 1200px maximum dimension, severely limiting commercial use (professional work typically requires 2000-8000px)","Processing degrades significantly on blurry, pixelated, or low-contrast images — requires sharp, well-lit source material","No iterative refinement or masking adjustments available — single-pass processing with no ability to selectively adjust removal regions","Latency varies by tier: free tier processing is slow and low-priority; paid tier speed SLA is unspecified","Maximum input file size is 10MB and longest dimension is 2000px, limiting high-resolution source material","Free tier's 1200px maximum output is unsuitable for print work, large-format displays, or high-DPI requirements (typically 300 DPI minimum)","Paid tier's 8000px ceiling still insufficient for very large-format work or professional photography archives","No intermediate resolution tiers — only binary choice between 1200px (free) and 8000px (paid), no granular pricing for 2000px or 4000px outputs","Output resolution is hard-capped regardless of input quality or processing time investment","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"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":"2026-05-24T12:16:29.714Z","last_scraped_at":"2026-04-05T13:23:42.561Z","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=bg-remover","compare_url":"https://unfragile.ai/compare?artifact=bg-remover"}},"signature":"w4EXj3Al6SgUj5URXdY4TOuyA+X/4idcagcrAvfZj/OVxS3SdLsyc7i68nYreN5q/yGe3DenoixXRjRxs46kBg==","signedAt":"2026-06-21T06:26:01.250Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/bg-remover","artifact":"https://unfragile.ai/bg-remover","verify":"https://unfragile.ai/api/v1/verify?slug=bg-remover","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"}}