• Zoom to cursor with scroll wheel, pinch, or double-click (up to 800%)
• Three comparison modes: side-by-side, overlay, and wipe slider
• Drop annotation pins to mark areas of interest
• Metadata panel and prompt peek show generation details at a glance
• Lineage navigation to browse version history and compare parameter changes
• Filmstrip, keyboard shortcuts (press K for the full list), and swipe gestures
• Full video playback support inside the lightbox
• Reduced motion mode and WCAG 2.1 AA accessibility throughout

Learn more about Asset Inspection →

• One-click "Open in ComfyUI Cloud" button on every ComfyUI asset
• Works for all ComfyUI assets regardless of how they were imported
• Download workflow JSON directly from the same toolbar

• Parameter Evolution chart shows how settings drifted across runs
• Automatic workflow fingerprinting groups related outputs together
• Version stack in the lightbox lets you flip through iterations and compare results

• Assets clustered into session cards based on generation timestamps
• AI-powered session reflections summarise what you explored and how your style evolved
• Session lanes in the gallery for quick browsing across creative bursts
• Works with all import paths: Smart Import, Connected Folders, and Desktop Sync

• Automatic model detection from ComfyUI workflow metadata
• Model detail page with overview, version history, and linked assets
• Edit model metadata (descriptions, tags) directly in Numonic
• Filter and search across your entire model collection

Explore the Model Library →

• Searchable prompt gallery with asset thumbnails and parameter chips
• One-click copy for any prompt
• AI Prompt Optimizer with parameter sweep, semantic expansion, and negative prompt strategies
• Multi-model preview to test prompts across different AI providers before generating

• Attach experiments to any collection
• Comparison builder for side-by-side parameter analysis
• Charts and visualisations to track what works best
• Integrates with the AI Librarian for AI-assisted experiment insights

• Asset thumbnails alongside each prompt for visual context
• Parameter chips display key settings (sampler, steps, CFG) at a glance
• Score dot indicators for quick quality comparison
• Arrow key navigation to browse prompts without reaching for the mouse

• Next page prefetched automatically as you browse
• Scroll trigger fires earlier for a seamless experience
• No visible pagination boundary, even with 90K+ assets

• Adaptive search tuning adjusts to query complexity automatically
• Background index warm-up keeps search fast after deploys
• Reduced zero-result rate for common queries
• Latency improvements across all search types

• Grouped sidebar navigation for clearer information hierarchy
• Dashboard accessible from every context
• Docs section now visible to all users for easier onboarding

• Interactive Scalar API reference embedded in the site
• Full OpenAPI spec with request and response schemas
• MCP tool documentation for AI agent integrations

Explore the API reference →

• Parallel uploads with 10 concurrent connections
• Support for imports with 500+ files in a single batch
• Chunked processing prevents timeouts on very large imports

• Import audio files via Smart Import, Connected Folders, and Desktop Sync
• Built-in audio player on the asset detail page
• Technical metadata display (format, bitrate, duration, channels)
• ComfyUI workflow graph preserved and displayed for audio outputs
• Audio thumbnails in the gallery grid

• New comfyui_param: search field for workflow parameters
• Works with all ComfyUI node types and parameter names
• Combinable with other search filters (tag, prompt, model)

• Collection thumbnails sent to AI for visual context
• @mention the AI Librarian in collection notes for contextual help
• Multi-model routing picks the best AI model for each query
• AI lineage tracking shows which AI model handled each response

• Lineage metadata on every AI Librarian response
• AI usage dashboard with model breakdown analytics
• Full transparency into how AI is used across your library

• Next.js image optimization applied to asset detail previews
• Reduced bandwidth and faster load times for high-resolution assets

• Add notes to collections and individual assets
• Private or team-visible — control who sees each note
• Full edit history so nothing is lost
• Markdown support for rich formatting

Learn about notes →

• Reply to notes to create focused discussion threads
• @mention teammates with autocomplete search
• Inline mention badges highlight who was tagged
• Context stays attached to the asset, not lost in chat

• Click anywhere on an image to place a pin annotation
• Numbered pins link visually to their note cards
• Six emoji reactions for fast feedback without typing
• Perfect for art direction and review workflows

• In-app notifications when you are @mentioned
• Search notes by content with debounced filtering
• Filter by visibility (private, team) or AI-generated notes
• Notification badge in the header with unread count

• Aspect ratio to pixel dimensions converter
• Credit cost and generation time estimator based on real H100 benchmarks
• Resolution tier comparison with file size data
• No account required — runs entirely in your browser

Try the calculator →

• Smart Import uploads work correctly again
• Connected Folders sync restored
• Midjourney ZIP batch imports fixed

• Branded 1200×630 preview cards for all shared links
• Section-specific titles for blog posts, guides, tools, and glossary
• Works across social media, Slack, Discord, and messaging apps

• RSS feed always reflects the latest published content
• All blog posts included automatically
• Subscribe at /blog.xml for real-time updates

• Automatic Article 50(2) provider self-attribution in exported images
• Works with all export presets (share, portfolio, client, archive)
• Machine-readable metadata for regulatory compliance

• Global AI disclosure requirements overview
• Interactive compliance audit checklist
• Practical guidance for EU AI Act and California SB 942
• Linked to export presets for one-click compliant exports

Explore the compliance hub →

• Always-visible checkboxes replace hover-to-reveal pattern
• Scroll area for selection panel with many selected assets

• Visual pipeline builder with drag-and-drop stage picker
• 8 system templates you can clone and customize
• Text-based DSL shorthand for power users
• 29 stage types across select, filter, transform, and output categories

Try the pipeline builder →

• Works with ComfyUI, Midjourney, and Stable Diffusion images
• No account required — runs entirely in your browser
• Detailed breakdown of workflows, prompts, models, and settings
• Accurate detection — distinguishes ComfyUI, Midjourney, and SD metadata

Try the metadata inspector →

• 20 node reference pages with inputs, outputs, and metadata coverage
• Search and filter by category (sampling, conditioning, I/O, etc.)
• Honest "Known Gaps" sections for transparency
• Structured data for rich search results

Browse ComfyUI nodes →

• Automatic thumbnail generation for all video uploads
• Works seamlessly for both individual and ZIP batch imports

• Cron-based scheduling for recurring workflows
• Event-triggered rules for real-time automation
• API endpoints for managing automation rules

• Content-based MIME type detection for mismatched extensions
• Prevents processing errors from incorrectly named files

• Event-driven notifications to your endpoints
• Configurable per event type
• Secure signature verification

• Assets move to Trash instead of permanent deletion
• Restore individual assets or empty trash in bulk
• Permanent delete available when you're ready to reclaim storage
• Reclaimable storage tracking in admin dashboard

• Filmstrip carousel on the asset detail page
• Keyboard arrow navigation between assets
• Maintains your gallery sort order and filters

• Detailed event log with user, action, and timestamp
• Filter by event type, user, or date range
• CSV export for compliance reporting
• Automatic 90-day retention with configurable policies

• Gallery view mode saved to your profile
• No more flash of wrong sort order on page load
• Search results respect your chosen sort order

• Visual manifest preview for C2PA content credentials
• Preset-aware display matching your export settings
• Verify provenance data before publishing

• Specific error messages for system folder conflicts
• Tenant ID resolution fallback for edge cases
• Direct Discord support link when you need help

• Semantic search understands what you mean, not just what you typed
• Instant autocomplete and typeahead suggestions
• Faceted counts for tools, tags, and file types
• Cross-encoder reranking for more relevant result ordering

• Step-by-step onboarding checklist in the sidebar
• Progress tracking across sessions
• Automatic tenant provisioning on first sign-up

• "Forgot password?" link right on the sign-in page
• Secure email-based reset with one-click verification
• Clear, helpful error messages if your reset link expires

• "You're Not Stealing. You're Building." — why AI art is real creative work
• 5 Surprising Truths About AI Creation in 2026
• Research deep-dive: AI-generated ads vs. human-created content
• Subscribe via RSS to never miss a post

Visit the blog →

• Automatic folder watching on remote machines
• ComfyUI and Midjourney source detection built in
• Metadata extraction during upload
• Works with any cloud GPU provider

• Zero-install browser-based folder watching
• 3-step guided setup gets you syncing in under a minute
• ZIP file extraction for Midjourney bulk exports
• Smart Import organizes files into collections automatically
• Preview imports with source detection (ComfyUI, Midjourney, etc.)
• Pause, resume, and manage individual folders
• Install as App (PWA) for persistent background watching
• Works in Chrome, Edge, and Brave

See ComfyUI integration →

• Gallery and asset detail pages load 87% faster
• Thumbnail loading drops from 4.8s to 0.6s
• Smoother navigation between pages with less waiting

• Modern chip-based UI replaces the old checkbox list
• Tags grouped by source: Midjourney, ComfyUI, and manual
• Hierarchical prefix organization for large libraries
• Select multiple tags with OR logic for powerful discovery
• Tag search is now instant, even on collections with 150K+ tags
• Dedicated Tags page to manage your entire tag library

Explore search features →

• Updated asset detail page with cleaner styling
• Gallery redesign with refined color palette
• Click any selected asset to jump to its detail page
• Improved drag-and-select for bulk operations
• Faster masonry grid loading with optimized thumbnails

• Direct-to-checkout after signing in from the pricing page
• Clean tabbed sign-up and sign-in design
• Manage plan changes directly from settings

View pricing plans →

• Semantic search understands what you mean, not just what you type
• Keyword fallback ensures exact matches always surface
• Stable, shareable search URLs
• Hierarchical tag filtering with multi-word support
• 20x faster gallery pagination for large collections

Explore search features →

• 5-10x faster embedding generation
• Less waiting between upload and discovery
• Assets appear in search results almost immediately

• AI-powered relevance scoring filters out low-quality matches
• Natural language queries return meaningful results only
• Precision maintained for technical search queries

Explore search features →

• Browse featured galleries with infinite scroll
• Request your gallery to be featured by the community
• Sort by recent or discover random galleries for inspiration
• Share your portfolio with a simple public link

• Video assets autoplay in gallery view
• Assets display in the order you arrange them
• Smoother infinite scroll without flickering
• Metadata visibility respects your privacy settings

• Custom pricing for enterprise contracts
• Net 30/60 invoicing support
• Custom credit allocations per team
• Dedicated billing contact configuration

Enterprise solutions →

• Four presets: Share, Portfolio, Client, Archive
• Automatic GPS and workflow data stripping
• IPTC 2025.1 AI disclosure metadata injection
• Ready for EU AI Act Article 50 compliance

Learn about privacy export →

• Full screen reader support for pricing tables
• Keyboard-navigable billing controls
• ARIA labels on all interactive elements
• Visible focus indicators throughout

• Custom node detection and labeling
• LoRA and embedding extraction
• Model hash verification for reproducibility
• Better handling of complex multi-branch workflows

See workflow capture →

• Boolean operators: AND, OR, NOT
• Field queries: tool:midjourney, tag:approved, model:sdxl
• Wildcards and date ranges
• Smart mode auto-detects the best search strategy

Explore search features →

• Nested collection hierarchy (up to 5 levels)
• Asset roles: Key Visual, Supporting, Reference
• Branch and snapshot collections for versioning
• Publish collections publicly to share your portfolio

Learn about collections →

• Full macOS compatibility
• Automatic ComfyUI output folder watching
• Background sync with system tray integration
• Seamless cross-platform experience

• Search your asset library from AI chat conversations
• Store and organize assets via natural language
• Manage collections without leaving your AI tool
• Privacy-aware export through AI assistants

See all integrations →

• Batch URL generation replaces 24 individual requests with 1
• Optimized database queries with smart indexing
• Real-time asset visibility — no more missing assets
• Scales seamlessly to millions of assets per account

• Thumbnails display immediately in your gallery
• Parameters tab shows all generation settings
• Graph tab renders your workflow visualization
• Models tab displays all model references

See ComfyUI integration →

• Sort by newest or oldest first
• Alphabetical sorting (A-Z or Z-A)
• Most relevant for text searches
• Random shuffle for creative discovery

• Generated: When the AI created the image
• Downloaded: When you saved it locally
• Uploaded: When it was added to Numonic

See metadata preservation →

• Automatic metadata extraction from filenames
• Duplicate detection using content hashing
• Batch processing with progress tracking
• Evolution chain reconstruction

See Midjourney features →

• Parent-child relationship tracking
• Visual evolution timeline
• One-click navigation between versions
• Automatic linking from job IDs

See lineage tracking →

• Automatic session grouping by time window
• View all assets from a creative burst at once
• Configurable time windows (30 min to 24 hours)
• Session-based browsing and filtering

See lineage tracking →

• Natural language queries ("sunset over mountains")
• Visual similarity search
• Combines with keyword filters for precision
• Powered by AI embeddings

Explore search features →

• Create and manage API keys from settings
• Scoped permissions per key
• Rate limiting and usage tracking
• Full REST API documentation

• Free, Pro, and Enterprise tiers
• Monthly and annual billing options
• Secure payment via Stripe
• Instant plan upgrades and downgrades

View pricing plans →

• Credits for AI-powered title and tag generation
• Credits for metadata extraction
• Purchase additional credit packs anytime
• Real-time balance tracking

View pricing plans →

• Storage usage dashboard
• Warnings at 80% and 95% capacity
• Easy upgrade path when you need more space
• Storage breakdown by asset type

• Row-level security on every database table
• Complete team-scoped data isolation
• Audit logging for compliance requirements
• Zero cross-team data leakage — guaranteed

Enterprise solutions →

• Watch folders for new files automatically
• Automatic metadata extraction on import
• Background sync service
• System tray integration

• Upload and organize AI-generated assets
• Automatic metadata extraction
• ComfyUI workflow preservation
• Midjourney prompt parsing

See all features →