# Curateguild

*/Startups/Curateguild*

## Startup Overview

This platform categorizes shared digital asset libraries using visual similarity embeddings, bypassing manual tagging and rigid folder hierarchies. It ingests images, graphics, and design files, automatically clustering them based on structural and stylistic features. Teams instantly locate required assets using image-to-image search rather than relying on exact file names or metadata.

Creative teams and agencies often lose track of reference materials and finalized assets when collaborating across standard shared network drives. To solve this, the system governs libraries through strict multiplayer access rules, defining precise view and edit permissions across different collaborator tiers. This ensures core brand assets remain protected while giving contributors the freedom to build shared mood boards and project-specific collections.

Unlike tools like Eagle App that isolate files on local machines or platforms like Are.na that demand exhaustive manual curation, this architecture makes archives inherently discoverable through visual context. Users simply input a reference image or color profile to surface every related file within their permitted workspace. By merging visual neural search with robust access controls, the environment transforms dormant file dumps into navigable, secure asset repositories.

## Startup Founding Hypothesis

**Approach**: that categorizes shared digital assets using visual similarity embeddings
**Competitors**:
- [Eagle App](/Competitors/Eagle_App)
- [Shared Network Drives](/Competitors/Shared_Network_Drives)
- [Are.na](/Competitors/Are.na)
**Differentiator2x2**: discoverable through visual context and governed by multiplayer access rules

## Startup Solution Coordinate

**Solution**: [Visual Asset Hub](/Software/Visual_Asset_Hub)

## Startup Position2x2

```mermaid
quadrantChart\n    title Digital Asset Curation Positioning\n    x-axis Single-Player / Ungoverned --> Multiplayer Governed\n    y-axis Folder / Text Discovery --> Visual Context Discovery\n    quadrant-1 Visual & Governed\n    quadrant-2 Visual & Local\n    quadrant-3 Folder & Local\n    quadrant-4 Folder & Governed\n    Curateguild: [0.85, 0.85]\n    Eagle App: [0.25, 0.80]\n    Shared Network Drives: [0.80, 0.15]\n    Are.na: [0.65, 0.45]
```

## Startup Offer

**Proof**:
- Targeting a 50% reduction in duplicate stock asset purchases for mid-sized creative agencies.
- Aiming to cut visual reference retrieval time from minutes to seconds for distributed design teams.
- Designed to index terabyte-scale shared network drives overnight without breaking existing folder paths.
**Tiers**:
- Name: Solo Curator · Price: ~$10–$15/user/mo · Inclusions: Visual similarity indexing for up to 50,000 image and vector files, single-user workspace, standard embedding generation speed.
- Name: Studio Multiplayer · Price: ~$25–$40/user/mo · Inclusions: Up to 500,000 indexed assets, shared team workspaces, role-based access controls for internal staff and external contractors, shared visual clipboards.
- Name: Agency Guild · Price: ~$70–$100/user/mo · Inclusions: Unlimited indexed assets, federated multi-department workspace access, priority embedding processing, designed to support custom SSO integrations.
**Guarantee**: If your creative team does not report noticeably faster visual asset retrieval within the first 60 days, we will refund your subscription and provide an open-standard metadata export of your library's tags and similarity clusters.
**Business Function**: ProvideService
**Objection Handlers**:
- Concern: We already have thousands of assets in shared network drives; moving them is too risky. Rebuttal: Curateguild is designed to index your existing network storage locations in place without requiring a destructive file migration.
- Concern: Will the visual embedding model train on our proprietary, unreleased client designs? Rebuttal: All visual embeddings are processed in isolated tenant containers and are strictly excluded from foundational model training.
- Concern: Freelancers cycle in and out of our projects constantly; seat licensing will be a mess. Rebuttal: Multiplayer access rules include temporary, time-bounded guest passes that automatically revoke access when the sprint ends.
**Pricing Architecture**: Tiered
**Agent Checkout Support**:
- agentic-commerce-protocol

## Startup Brand

**Voice**: Restrained curatorial register emphasizing precise categorization and structured visual discovery.
**Tagline**: Find and govern shared digital assets using visual similarity.
**Icon Concept**: loupe
**Palette Intent**: editorial-neutral
**Visual Identity**: The visual identity combines muted gallery whites, deep charcoal, and stark typographic grids to frame high-contrast asset thumbnails for immediate visual parsing.
**Archetype Reference**: the-creator

## Startup Buyer Chain

**Chain**: B2B → Creative Director → Design Team
**Gtm Motion**: Acquires initial users through bottom-up adoption when individual designers invite peers to a shared visual workspace for a specific project. Expands to broader organizational tiers when creative directors enforce multiplayer access rules and governance across department-wide asset libraries.
**Agent Channel**: Intended for listing in the LangChain tool registry and OpenAI integration directory as a visual-search endpoint, allowing creative-assistant agents to programmatically query and retrieve visually similar assets from a team's governed library.
**Primary Channel**: Discovery via the Figma Community and design-focused curation directories, where design leads actively search for cloud-based team alternatives to Eagle App.

## Startup Customer Journey

```mermaid
flowchart LR; A[Figma Community Directory] --> B[Design Tool Evaluation]; B --> C[Indexed Network Drive]; C --> D[Multiplayer Clipboard]; D --> E[Department Asset Library]; E --> F[Freelancer Guest Pass];
```

## Startup Proof Points

_Illustrative — target and order-of-magnitude estimate figures, not an achieved track record (this Thing is concept-stage)._

**Pilot Goals**:
- Aim for a 14-day indexing pilot with a design studio connecting a single terabyte-scale network drive to prove the system indexes up to 50,000 assets non-destructively without altering existing folder paths.
- Aim for a 30-day multiplayer pilot with a mid-sized agency onboarding five external contractors to validate that time-bounded guest passes automatically revoke access at sprint completion.
**Target Metrics**:
- Target: 50% reduction in duplicate stock asset purchases across the agency.
- Aim: Decrease visual reference retrieval time from 10 minutes to under 15 seconds for distributed teams.
- Target: Index 1 terabyte of shared network drive image files within a 12-hour overnight window.
**Target Case Studies**:
- Target: A mid-sized creative agency where the creative director stops purchasing duplicate stock photography licenses by using visual similarity search to surface previously bought assets from their existing network drives.
- Target: A distributed game design studio where freelance concept artists reduce time spent hunting for visual reference art by instantly querying up to 500,000 indexed assets using the shared visual clipboard.
**Testimonial Targets**:
- Target role: Creative Director. Sentiment: Relief that they gained instant visual search capabilities without having to migrate or restructure their existing messy network drives.
- Target role: Freelance Concept Artist. Sentiment: Excitement that the shared visual clipboard allows immediate cross-timezone reference sharing using time-bounded guest passes.
- Target role: Agency IT Administrator. Sentiment: Confidence that proprietary client designs remain secure because the visual embeddings process in isolated tenant containers and strictly exclude foundational model training.

## Startup Top Risks

**Risks**:
- Severity: existential · Description: Compute costs for generating visual similarity embeddings on large media libraries exceed subscription revenue. · Mitigation Status: unmitigated
- Severity: high · Description: Design teams refuse to migrate from local storage due to concerns over cloud latency for high-resolution raw media files. · Mitigation Status: in-progress
- Severity: high · Description: Multiplayer permission logic creates conflicting states that lock teams out of their own shared asset repositories. · Mitigation Status: unmitigated
- Severity: moderate · Description: Visual search models fail to distinguish between minor typographic or color variations in brand assets. · Mitigation Status: in-progress

## Startup Competitors

- [Eagle App](/Competitors/Eagle_App) — Desktop Asset Manager
- [Shared Network Drives](/Competitors/Shared_Network_Drives) — Status Quo
- [Are.na](/Competitors/Are.na) — Visual Bookmarking
- [Playbook App](/Competitors/Playbook_App) — Cloud Asset Storage
- [Cosmos App](/Competitors/Cosmos_App) — Curated Visual Boards

## Startup Solution Stack

- [Multiplayer Curation Service](/Services/Multiplayer_Curation_Service) — Service-as-Software
- [Visual Categorization Agent](/Agents/Visual_Categorization_Agent) — Agent
- [Similarity Embedding Engine](/Software/Similarity_Embedding_Engine) — Software
- [Asset Graph API](/Software/Asset_Graph_API) — Software
- [Access Policy SDK](/Software/Access_Policy_SDK) — Software

## Startup Story Brand

**Hero**:
- **Need**: to be the creative leader who scales production, not the librarian hunting files
- **Want**: to instantly locate specific visual references across a fragmented agency library
- **Identity**: the creative director at a mid-sized digital design agency
**Plan**:
- Step: Point · Detail: Direct the indexer at your existing Shared Network Drives without moving a single file.
- Step: Confirm · Detail: Verify the visual similarity clusters and set multiplayer access rules for internal staff and freelancers.
- Step: Retrieve · Detail: Search by visual reference to find exactly what you need in seconds instead of minutes.
**Guide**:
- **Empathy**: Billable hours are won in seconds — but the search for an unindexed asset often costs fifteen minutes or a duplicate purchase.
**Problem**:
- **Villain**: Folder-Based Obscurity
- **External**: Searching Shared Network Drives for a specific vector or image takes minutes of manual clicking across thousands of nested folders.
- **Internal**: You feel like your team's creative momentum is being choked by administrative scavenger hunts.
- **Philosophical**: Creative libraries were built for inspiration, not digital archeology.
**Success**: Your entire visual history is searchable by sight, and every freelancer has exactly the right access to keep the sprint moving.
**One Liner**: Every sprint, creative directors lose hours hunting for visual references. Curateguild indexes your existing drives using visual similarity so your team finds assets in seconds.
**Positioning**:
- **So That**: instantly find and govern assets using visual similarity embeddings
- **Unlike**: Shared Network Drives and Eagle App
- **For Whom**: creative directors at mid-sized design agencies
- **Category**: Visual asset management for creative agencies
**Call To Action**:
- **Direct**: Index your library
- **Transitional**: View similarity cluster sample
**Failure Stakes**:
- Wasted budget on duplicate stock asset purchases
- Missed deadlines due to file retrieval bottlenecks
- Creative burnout from repetitive administrative tasks
**Transformation**:
- **To**: the lead who delivers high-volume creative at scale
- **From**: a director digging through broken Eagle App links
**Controlling Idea**: Visual discovery should be as fast as sight, not as slow as folders.

## Startup Landing Hero

**Eyebrow**: Visual Asset Search for Agencies
**Headline**: Find any design asset by sight instantly

## Startup Landing Hero Services

**Eyebrow**: Agency visual asset management
**Headline**: Your visual library, searchable by sight.
**Supporting Proof**: Powered by visual similarity embeddings.

## Startup Landing Hero Headless Saa S

**Eyebrow**: Visual similarity indexing API
**Headline**: Index network drives by visual similarity.

## Startup Landing Problem

**Cards**:
- Body: Your team loses hours clicking through hierarchical folder structures like 'Assets_2022_Final_v2.' When file names are inconsistent, high-value vectors and brand elements remain buried unless the original designer remembers exactly where they saved the subfolder. · Heading: Navigating nested Shared Network Drives
- Body: Instead of hunting through a fragmented library for an existing license, you pay for the same stock photo or texture twice. These duplicate purchases drain your project margins because your library lacks a visual way to surface what you already own. · Heading: Re-purchasing assets on Adobe Stock
- Body: Creative directors often rely on individual libraries that don't sync across the whole agency. This creates 'knowledge islands' where freelancers and junior designers can't access your curated references, leading to broken links and requests for file transfers. · Heading: Managing local silos in Eagle App
**Section Heading**: Folder-based obscurity is choking your agency's creative momentum

## Startup Landing Solution

**Section Heading**: Eliminate the search for visual references across fragmented drives
**Solution Statement**: Curateguild is a visual asset discovery tool designed to index Shared Network Drives and local storage by composition rather than folder structure. The system would use visual similarity embeddings to group unindexed vectors and images, making them searchable by sight without requiring manual metadata tags.

## Startup Landing Features

**Benefits**:
- Detail: Locate specific vectors and images across your entire visual history without clicking through nested folders or unindexed libraries. · Benefit: Find any asset by sight instantly · Feature: visual similarity engine indexing Shared Network Drives by color, composition, and form · Icon Name: Search
- Detail: Prevent redundant purchases by revealing assets you already own but could not previously locate. · Benefit: Stop wasting budget on duplicate stock · Feature: overnight indexing of terabyte-scale libraries to surface existing unreleased client designs · Icon Name: DollarSign
- Detail: Grant temporary permissions that automatically revoke when the sprint ends, keeping your proprietary library secure. · Benefit: Govern freelancer access automatically · Feature: time-bounded guest passes and role-based access controls for external contractors · Icon Name: UserCheck
- Detail: Maintain your current file structures while adding a layer of visual discovery over your existing storage. · Benefit: Preserve your existing folder architecture · Feature: non-destructive indexing that connects to your drives without moving a single file · Icon Name: HardDrive
- Detail: Allow internal staff and freelancers to cluster and retrieve assets together in a single workspace. · Benefit: Collaborate on visual references in real-time · Feature: shared visual clipboards and multiplayer workspaces for distributed design teams · Icon Name: Users
- Detail: Your agency’s unique creative IP remains secure and private during the indexing and retrieval process. · Benefit: Keep proprietary client designs private · Feature: isolated tenant containers for visual embeddings strictly excluded from foundational model training · Icon Name: ShieldLock
**Section Heading**: Transform your fragmented design library into an instantly searchable visual engine

## Startup Landing Social Proof

_Illustrative — target and order-of-magnitude estimate figures, not an achieved track record (this Thing is concept-stage)._

**Section Heading**: Built to index and search your agency library by sight
**Capability Claims**:
- Indexes terabyte-scale shared network drives overnight without altering existing folder structures or paths.
- Surfaces assets using visual similarity search to eliminate duplicate stock photography and vector purchases.
- Reduces visual reference retrieval time from several minutes to under fifteen seconds.
- Revokes freelancer access automatically via time-bounded guest passes when creative sprints conclude.
**Foundation Signals**:
- Isolated tenant containers protect proprietary client designs from external model training
- Role-based access controls for internal staff and external contractors
- Open-standard metadata export for library tags and similarity clusters

## Startup Landing Pricing

_Illustrative — target and order-of-magnitude estimate figures, not an achieved track record (this Thing is concept-stage)._

**Tiers**:
- Name: Solo Curator · Price: ~$10–$15/user/mo · Tagline: For freelance leads needing instant search across personal visual archives. · Cta Label: Index your library · Highlighted: false
- Name: Studio Multiplayer · Price: ~$25–$40/user/mo · Tagline: For design teams coordinating assets across staff and external contractors. · Cta Label: Connect your data · Highlighted: true
- Name: Agency Guild · Price: ~$70–$100/user/mo · Tagline: For multi-department agencies managing high-volume, terabyte-scale libraries. · Cta Label: Start with the API · Highlighted: false
**Billing Note**: Pricing reflects illustrative bands until live. Billed monthly per active seat.
**Section Heading**: Recover billable hours lost to file hunting

## Startup Landing Faq

**Faqs**:
- Answer: You do not need to move or rename any files. Curateguild indexes your existing Shared Network Drives in place, creating a visual search layer over your current folder structure without altering your source files. · Question: We have thousands of assets in shared drives; moving them is too risky.
- Answer: Your data remains private and isolated. All visual embeddings are processed in dedicated tenant containers and are strictly excluded from any foundational model training or shared datasets. · Question: Will the visual embedding model train on our proprietary, unreleased client designs?
- Answer: Managing external access is automated through our guest pass system. You can issue time-bounded access to specific visual clusters for contractors, which automatically revokes permissions when the sprint ends without manual seat management. · Question: Freelancers cycle in and out of projects; will seat licensing be a mess?
- Answer: Most agencies see immediate savings by eliminating duplicate stock purchases. Our 60-day guarantee ensures that if your team doesn't report faster asset retrieval, you receive a full refund and a metadata export of all generated similarity clusters. · Question: How long does it take to actually get a return on the investment?
- Answer: No manual tagging is required. The visual similarity engine indexes your library overnight based on composition, color, and form, allowing you to search by simply uploading a reference image or selecting an existing asset. · Question: Does this require us to manually tag every image to make it searchable?
**Section Heading**: Common Questions and Technical Objections

## Startup Landing Final Cta

**Subhead**: Stop wasting billable hours on folder-based archeology and let your team find references by sight.
**Reassurance**: Your visual embeddings are processed in isolated tenant containers and are never used to train foundational models.

## Startup Token Hero

**Genre**: founding-hypothesis
**Rendered**: Every sprint, creative directors lose hours hunting for visual references. Curateguild indexes your existing drives using visual similarity so your team finds assets in seconds.
**Mechanism**: spine-derived-v1
**Template Id**: spine-founding-hypothesis
**Vocab Fingerprint**: cb8c46046ff97748

## Startup Token Positioning

**Genre**: moore-positioning
**Rendered**: Visual asset management for creative agencies for creative directors at mid-sized design agencies. Unlike Shared Network Drives and Eagle App — instantly find and govern assets using visual similarity embeddings.
**Mechanism**: spine-derived-v1
**Template Id**: spine-moore-positioning
**Vocab Fingerprint**: 587115c59fa46107

## Startup Token Pitch Deck

**Genre**: pitch-deck
**Rendered**: Problem: Searching Shared Network Drives for a specific vector or image takes minutes of manual clicking across thousands of nested folders.
Solution: Every sprint, creative directors lose hours hunting for visual references. Curateguild indexes your existing drives using visual similarity so your team finds assets in seconds.
Customer: creative directors at mid-sized design agencies
Unlike: Shared Network Drives and Eagle App
**Mechanism**: spine-derived-v1
**Template Id**: spine-pitch-deck
**Vocab Fingerprint**: 8bc3993f74339be9

## Startup Token M E D D P I C C

**Pain**: Searching Shared Network Drives for a specific vector or image takes minutes of manual clicking across thousands of nested folders.
**Metrics**: Target: Your entire visual history is searchable by sight, and every freelancer has exactly the right access to keep the sprint moving.
**Rendered**: Pain: Searching Shared Network Drives for a specific vector or image takes minutes of manual clicking across thousands of nested folders.
Economic buyer: Creative Director
Metrics: Target: Your entire visual history is searchable by sight, and every freelancer has exactly the right access to keep the sprint moving.
Competition: Shared Network Drives and Eagle App
**Mechanism**: spine-derived-v1
**Competition**: Shared Network Drives and Eagle App
**Economic Buyer**: Creative Director
**Vocab Fingerprint**: 0f3fdb6d0de97233

## Startup Token Cold Email

**Genre**: cold-email
**Rendered**: Subject: Visual asset management for creative agencies for creative directors at mid-sized design agencies

creative directors at mid-sized design agencies — Searching Shared Network Drives for a specific vector or image takes minutes of manual clicking across thousands of nested folders. Every sprint, creative directors lose hours hunting for visual references. Curateguild indexes your existing drives using visual similarity so your team finds assets in seconds.
**Mechanism**: spine-derived-v1
**Template Id**: spine-cold-email
**Vocab Fingerprint**: 7c67e483b054caeb

## Startup Token Agent Spec

**Genre**: ai-agent-spec
**Rendered**: Visual asset management for creative agencies. Every sprint, creative directors lose hours hunting for visual references. Curateguild indexes your existing drives using visual similarity so your team finds assets in seconds. Serves creative directors at mid-sized design agencies.
**Mechanism**: spine-derived-v1
**Template Id**: spine-ai-agent-spec
**Vocab Fingerprint**: a470d66e07e78c6c

## Neighborhood

### Candidate solutions

- [Dynamic Line Sheet Generation](/Problems/Dynamic_Line_Sheet_Generation) — candidate solution for · Problems

### Composed of

- [Similarity Embedding Engine](/Software/Similarity_Embedding_Engine) — composes · Software
- [Multiplayer Curation Service](/Services/Multiplayer_Curation_Service) — composes · Services
- [Visual Categorization Agent](/Agents/Visual_Categorization_Agent) — composes · Agents
- [Access Policy SDK](/Software/Access_Policy_SDK) — composes · Software
- [Asset Graph API](/Software/Asset_Graph_API) — composes · Software

### What it offers

- [Visual Asset Hub](/Software/Visual_Asset_Hub) — offers · Software

### Embodies

- [Software](/Theses/Software) — embodies · Theses

### Competitors

- [Eagle App](/Competitors/Eagle_App) — competes with · Competitors
- [Playbook App](/Competitors/Playbook_App) — competes with · Competitors
- [Shared Network Drives](/Competitors/Shared_Network_Drives) — competes with · Competitors
- [Cosmos App](/Competitors/Cosmos_App) — competes with · Competitors
- [Are.na](/Competitors/Are.na) — competes with · Competitors

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