{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_ai-yearbook-generator","slug":"ai-yearbook-generator","name":"AI Yearbook Generator","type":"webapp","url":"https://aiyearbook.art","page_url":"https://unfragile.ai/ai-yearbook-generator","categories":["image-generation"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_ai-yearbook-generator__cap_0","uri":"capability://image.visual.decade.specific.yearbook.style.transfer","name":"decade-specific yearbook style transfer","description":"Applies authentic yearbook aesthetic filters from specific decades (1970s, 1980s, 1990s, 2000s) to input photos using pre-trained neural style transfer models. The system likely uses conditional GANs or diffusion-based approaches trained on curated yearbook image datasets to preserve facial features while applying era-appropriate color grading, film grain, vignetting, and typography overlays characteristic of each decade's photographic conventions.","intents":["I want to transform my modern photo to look like it was taken in a 1980s yearbook","I need to batch-apply consistent retro styling across multiple photos for a social media series","I want to create nostalgic content that triggers recognition of a specific era's visual language"],"best_for":["social media creators generating viral nostalgia content","casual users without design or photo editing experience","event organizers creating themed photo collections"],"limitations":["Free tier likely outputs at reduced resolution (max ~1080p) to encourage paid upgrades","Style transfer is non-parametric — users cannot adjust individual aspects like saturation, grain intensity, or vignette strength","Results may over-smooth facial features or produce uncanny artifacts on extreme angles or poor lighting","Limited to portrait/headshot compositions; full-body or landscape photos may produce inconsistent styling"],"requires":["JPEG or PNG image file (typical max 10-20MB per free tier request)","Modern web browser with WebGL support for client-side processing or stable internet for cloud inference","Optional: account creation for free tier access (likely email-based)"],"input_types":["image/jpeg","image/png"],"output_types":["image/jpeg (with watermark on free tier)","image/png (premium tier)"],"categories":["image-visual","style-transfer"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-yearbook-generator__cap_1","uri":"capability://image.visual.one.click.batch.photo.processing.with.queuing","name":"one-click batch photo processing with queuing","description":"Accepts single or multiple photo uploads and automatically queues them for sequential or parallel processing through the style transfer pipeline. The system manages request batching, GPU/CPU resource allocation, and asynchronous job tracking to deliver results without blocking the UI. Likely uses a job queue system (Redis, RabbitMQ, or similar) with webhook callbacks or polling-based status updates to notify users when processing completes.","intents":["I want to transform 10 photos at once without manually uploading each one individually","I need to process photos in the background while I continue browsing or working","I want to know when my batch job finishes so I can download all results at once"],"best_for":["users creating multi-photo social media posts or albums","event photographers needing to apply consistent styling to large photo sets","content creators working on time-sensitive projects with tight deadlines"],"limitations":["Free tier likely limits batch size to 3-5 photos per day to prevent abuse and encourage premium subscriptions","Processing time scales linearly with batch size; 10-photo batches may take 2-5 minutes depending on server load","No granular control over processing order or priority — all jobs processed FIFO (first-in-first-out)","Results expire after 24-48 hours on free tier, requiring immediate download or premium storage"],"requires":["Web browser with session persistence (cookies/localStorage) to track job IDs","Stable internet connection throughout processing (disconnection may lose job status)","Optional: account login for batch history and resumable uploads"],"input_types":["image/jpeg","image/png","multipart/form-data (batch upload)"],"output_types":["image/jpeg (watermarked, free tier)","image/png (premium tier)","application/json (job status metadata)"],"categories":["image-visual","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-yearbook-generator__cap_2","uri":"capability://image.visual.watermark.injection.and.removal.freemium.differentiation","name":"watermark injection and removal (freemium differentiation)","description":"Automatically embeds a branded watermark (likely semi-transparent logo or text) on all free-tier outputs to drive premium conversions. The watermark is applied post-processing as a final compositing step, typically positioned in a corner or center with configurable opacity. Premium tier removes this watermark entirely, and likely offers white-label options for enterprise users. Implementation uses simple image compositing (PIL/OpenCV-style blending) rather than adversarial watermarking, making it easily removable with basic image editing.","intents":["I want to share my yearbook photo on social media without the app's watermark","I need to remove branding from images before using them in commercial projects","I want to white-label this tool for my own brand or agency"],"best_for":["freemium SaaS products requiring conversion funnel optimization","casual social media users willing to accept watermarks for free access","premium subscribers and enterprise clients needing clean outputs"],"limitations":["Watermark is applied as a simple overlay, not embedded in image data — easily removed with basic image editing tools (crop, clone stamp, or AI inpainting)","No cryptographic watermarking or steganography — does not prevent unauthorized redistribution or commercial use","Watermark placement is fixed; users cannot customize position, opacity, or design","Premium tier likely costs $5-15/month, creating friction for price-sensitive users"],"requires":["Free tier: no payment required","Premium tier: valid payment method (credit card, PayPal) and account creation"],"input_types":["image/jpeg","image/png"],"output_types":["image/jpeg (with watermark, free tier)","image/png (without watermark, premium tier)"],"categories":["image-visual","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-yearbook-generator__cap_3","uri":"capability://image.visual.real.time.preview.with.style.selection.ui","name":"real-time preview with style selection ui","description":"Provides an interactive web interface where users select from a carousel or grid of decade-specific style presets and see a live preview of the selected style applied to their uploaded photo. The preview likely uses client-side canvas rendering or a lightweight model inference (ONNX.js or TensorFlow.js) to show results with <500ms latency, allowing users to compare styles before committing to processing. Selection triggers full-resolution processing on the backend.","intents":["I want to see how my photo looks in different yearbook styles before downloading","I need to compare 1980s vs 1990s styling to pick the best match for my aesthetic","I want instant feedback on style choices without waiting for full processing"],"best_for":["casual users making quick style decisions without design expertise","social media creators experimenting with multiple looks for content","users with limited patience for slow processing pipelines"],"limitations":["Preview resolution is likely 25-50% of final output to maintain <500ms latency — may not accurately represent final quality","Preview uses a lightweight or quantized model; full-resolution output may differ in color accuracy or detail preservation","Limited to 3-5 style presets to keep UI simple and reduce computational overhead","Preview rendering may stutter or lag on older devices or slow internet connections"],"requires":["Modern web browser with Canvas API and JavaScript ES6+ support","GPU acceleration recommended for smooth preview rendering (WebGL)","Minimum 2GB RAM on client device for in-browser model inference"],"input_types":["image/jpeg","image/png"],"output_types":["canvas/webgl (preview)","image/jpeg (final output)"],"categories":["image-visual","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-yearbook-generator__cap_4","uri":"capability://tool.use.integration.social.media.direct.sharing.and.download","name":"social media direct sharing and download","description":"Integrates with social media platforms (Instagram, TikTok, Twitter/X, Facebook) to enable one-click sharing of processed images directly from the app without requiring manual download and re-upload. Likely uses OAuth 2.0 authentication to access user social accounts and implements platform-specific APIs (Instagram Graph API, Twitter API v2) to post images with optional captions. Also provides direct download links with customizable filename and format selection.","intents":["I want to share my yearbook photo directly to Instagram without downloading it first","I need to post to multiple social platforms at once with the same image","I want a shareable link to send to friends without uploading to a separate service"],"best_for":["social media creators optimizing for speed and engagement","casual users unfamiliar with manual download/upload workflows","viral content creators needing rapid distribution across platforms"],"limitations":["OAuth integration requires users to grant app permissions to their social accounts — privacy concern that may deter some users","Platform APIs have rate limits; bulk posting may be throttled or blocked by Instagram/TikTok anti-spam systems","Captions and hashtags are not auto-generated; users must manually enter them or use templates","Direct posting may bypass platform's native editing tools (filters, cropping), limiting customization","Some platforms (TikTok) have stricter requirements for third-party posting — may not support direct video uploads"],"requires":["Active social media account (Instagram, Twitter, Facebook, TikTok)","OAuth 2.0 authentication with each platform","API keys and credentials for platform integrations"],"input_types":["image/jpeg","image/png"],"output_types":["social-media-post (Instagram, Twitter, Facebook)","shareable-url (direct download link)","image/jpeg (local download)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-yearbook-generator__cap_5","uri":"capability://image.visual.mobile.optimized.responsive.interface","name":"mobile-optimized responsive interface","description":"Delivers a touch-friendly, mobile-first web interface optimized for iOS and Android browsers with responsive layouts that adapt to screen sizes from 320px (mobile) to 2560px (desktop). Uses CSS Grid/Flexbox for layout, touch event handlers for gesture support (pinch-to-zoom on preview), and lazy-loading for style carousel images. Likely built with React or Vue.js for component-based state management and fast re-renders on style selection.","intents":["I want to transform photos on my phone without installing an app","I need a touch-friendly interface for selecting styles and uploading photos","I want to share results directly from my phone to social media"],"best_for":["mobile-first users who prefer web apps over native apps","casual social media creators working on smartphones","users in regions with limited app store access or storage constraints"],"limitations":["Mobile browsers have limited GPU acceleration — preview rendering may be slower on older phones (iPhone 6s, Android 5.0)","File upload on mobile is slower than desktop due to network constraints; large batches may timeout","Touch gestures (pinch-zoom, swipe) may conflict with browser defaults, requiring careful event handling","Mobile battery drain from GPU-intensive preview rendering — users may experience faster battery depletion","No offline capability — requires constant internet connection, problematic in areas with poor connectivity"],"requires":["iOS 12+ or Android 6.0+ with modern browser (Safari, Chrome, Firefox)","Minimum 2GB RAM on mobile device","Stable 4G/5G or WiFi connection (LTE recommended for batch uploads)"],"input_types":["image/jpeg","image/png","camera-capture (via device camera API)"],"output_types":["image/jpeg","image/png","shareable-url"],"categories":["image-visual","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-yearbook-generator__cap_6","uri":"capability://memory.knowledge.user.account.and.processing.history.management","name":"user account and processing history management","description":"Maintains user accounts with email/password or OAuth authentication (Google, Apple Sign-In) to track processing history, saved preferences, and subscription status. Stores metadata (upload timestamps, style selections, output URLs) in a relational database (PostgreSQL) or NoSQL store (MongoDB) with user-scoped queries. Enables users to revisit past transformations, re-download results, and manage subscription billing through a dashboard.","intents":["I want to see all the photos I've transformed and re-download them later","I need to manage my subscription and billing information","I want to save my favorite style preferences so I don't have to select them each time"],"best_for":["power users who transform photos regularly and need history access","premium subscribers managing ongoing subscriptions","users who want persistent state across devices and sessions"],"limitations":["Free tier likely has limited history retention (7-30 days) to encourage premium upgrades","Account creation adds friction — some casual users may abandon the tool rather than sign up","Password reset and account recovery flows add complexity and support burden","User data storage introduces privacy and compliance requirements (GDPR, CCPA)","Results stored on servers cost money; free tier likely has limited storage (100-500MB per user)"],"requires":["Email address or OAuth provider account (Google, Apple)","Secure password (if email/password auth) or OAuth token","Backend database (PostgreSQL, MongoDB) with user authentication middleware"],"input_types":["email","password","oauth-token"],"output_types":["user-profile","processing-history","subscription-status"],"categories":["memory-knowledge","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ai-yearbook-generator__cap_7","uri":"capability://tool.use.integration.subscription.tier.management.and.payment.processing","name":"subscription tier management and payment processing","description":"Implements a freemium subscription model with tiered access (Free, Pro, Premium) controlled by Stripe or similar payment processor. Tracks subscription status, renewal dates, and feature entitlements (resolution limits, watermark removal, batch size limits) in the user database. Enforces feature gates at the API level — free users are rate-limited to 3 photos/day, Pro users to 20/day, Premium to unlimited. Handles billing, invoicing, and subscription cancellation through a self-service dashboard.","intents":["I want to upgrade to remove watermarks and get higher resolution outputs","I need to manage my subscription and see my billing history","I want to cancel my subscription without contacting support"],"best_for":["SaaS products using freemium monetization to drive conversions","teams managing multiple subscription tiers with different feature sets","businesses needing recurring revenue and churn analytics"],"limitations":["Payment processing adds 2-3% transaction fees (Stripe) that reduce profit margins","Subscription management requires PCI compliance and secure payment handling — significant security burden","Feature gates must be enforced at multiple levels (API, database, frontend) to prevent abuse","Churn rate for freemium products is typically 80-90% — requires constant user acquisition to maintain revenue","Subscription cancellation friction (requiring confirmation, offering discounts) may increase support burden"],"requires":["Stripe or similar payment processor account with API keys","PCI DSS compliance for handling payment data","Backend API with feature gate enforcement","Email service for subscription confirmation and renewal reminders"],"input_types":["credit-card","paypal-account","subscription-tier-selection"],"output_types":["subscription-confirmation","invoice","feature-entitlements"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["JPEG or PNG image file (typical max 10-20MB per free tier request)","Modern web browser with WebGL support for client-side processing or stable internet for cloud inference","Optional: account creation for free tier access (likely email-based)","Web browser with session persistence (cookies/localStorage) to track job IDs","Stable internet connection throughout processing (disconnection may lose job status)","Optional: account login for batch history and resumable uploads","Free tier: no payment required","Premium tier: valid payment method (credit card, PayPal) and account creation","Modern web browser with Canvas API and JavaScript ES6+ support","GPU acceleration recommended for smooth preview rendering (WebGL)"],"failure_modes":["Free tier likely outputs at reduced resolution (max ~1080p) to encourage paid upgrades","Style transfer is non-parametric — users cannot adjust individual aspects like saturation, grain intensity, or vignette strength","Results may over-smooth facial features or produce uncanny artifacts on extreme angles or poor lighting","Limited to portrait/headshot compositions; full-body or landscape photos may produce inconsistent styling","Free tier likely limits batch size to 3-5 photos per day to prevent abuse and encourage premium subscriptions","Processing time scales linearly with batch size; 10-photo batches may take 2-5 minutes depending on server load","No granular control over processing order or priority — all jobs processed FIFO (first-in-first-out)","Results expire after 24-48 hours on free tier, requiring immediate download or premium storage","Watermark is applied as a simple overlay, not embedded in image data — easily removed with basic image editing tools (crop, clone stamp, or AI inpainting)","No cryptographic watermarking or steganography — does not prevent unauthorized redistribution or commercial use","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"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":"2026-05-24T12:16:29.132Z","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=ai-yearbook-generator","compare_url":"https://unfragile.ai/compare?artifact=ai-yearbook-generator"}},"signature":"EPKODup5o83XKgZx6RUW4vpk943LTXOHpbCUjZO5jRJEODRwPrLP0n1RNGcBf0jmOkbawHfLPMfEyULwbUIGBQ==","signedAt":"2026-06-20T03:04:34.211Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/ai-yearbook-generator","artifact":"https://unfragile.ai/ai-yearbook-generator","verify":"https://unfragile.ai/api/v1/verify?slug=ai-yearbook-generator","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"}}