What We Do

Curator is a modular intelligence layer that adds curation logic to vector databases, enhancing them with AI-powered multimodal data preparation, high-precision search, and automated validation, empowering clients to achieve advanced video AI solutions without building their own complex AI stack. This plug-and-play solution seamlessly complements proprietary models and existing infrastructure, enabling clients to accelerate innovation and deliver precise, scalable video AI applications.

The Vector Curator SDK offers unparalleled flexibility, integrating with custom-built video platforms through open source vectorizers, vector database libraries, and semantic search modules. Its advanced semantic search capabilities,including negation, prioritization, and intelligent clustering, allow clients to handle complex, multimodal queries across video, audio, and text with unmatched precision. Coupled with efficient indexing and automated content curation, Curator streamlines data preparation, ensuring datasets are clean, diverse, and optimized for training robust AI models.

With a focus on privacy-first local processing, Curator ensures data sovereignty through lightweight, on-premises Docker-based workflows, minimizing cloud transfer costs and meeting stringent compliance requirements. This approach reduces operational expenses while enabling labs to scale exploration, licensing, and monetization of large video datasets.

Main Use Cases

Video Dataset Brokers - Smart Layer for High-Value Video Datasets

Visual Media Applications - Layer for Media Innovation, and Workflow Solutions

o Large visual content producers, visual studios and content farms

o Libraries and Visual Marketplaces

o Filmmakers

Developers and ML teams - Augmenting Vector Databases and LLMs with AI-Powered Video Data Curation

o ML developers vector DB users

o AI model trainers / research labs

o High Precision Applications - Health AI and Industrial AI

Advanced Video Platforms and Labs - Complementary Layer for optimizing and refining powerful embeddings

1. Video Dataset Brokers - The Smart Layer for High-Value Video Datasets

Sell More, Lower Costs, Increase Supply and Model Quality

  • Curator empowers clients to gain a powerful market differentiation, transforming low-value, undifferentiated video licensing into a higher-priced, value-added offering of specific, curated clips.

  • Curator’s model-agnostic SDK delivers fast, personalized video data curation, enabling precise responses to complex content requests including diversity, niche categories, and highly precise or abstract queries.

  • Seamlessly integrate with your systems to create high-value datasets with ease. The multimodal, AI-powered search and curation system delivers advanced capabilities without requiring clients to build their own complex AI stack.

  • For large companies, this means boosting custom LLM/search systems with an SDK for precise, cost-effective results. For smaller businesses, it democratizes enterprise-grade search and curation without complex tech.

  • Curator provides a modular platform that addresses these issues with practical tools to streamline workflows, reduce costs, and meet client needs efficiently.

Main Curator Benefits

Curator allows video Dataset Brokers and large Content holders to:

  • Maximize Revenue: Create precise, curated datasets with metadata parsing to meet client requests, enabling new sales opportunities and recurring revenue through self-service browsing and reverse search.

  • Improve Multimodal Discoverability: Offer enhanced semantic search with granular control and clustering to make archives more accessible and monetizable. Deliver advanced semantic search with negation and prioritization, enabling precise inclusion/exclusion of concepts for highly targeted, diversity-aware results.

  • Streamline Dataset Preparation: Automate video trimming, sampling, and tagging to segment long videos into optimized, high-value clips and datasets, with relevance-ranked, visually clustered search results to address the sampling bottleneck efficiently.

  • Boost Content Supply Privacy: Enable on-premises vectorization with lightweight Docker images, minimizing data transfer costs and ensuring privacy through a federated model, unlocking partnerships with major content providers

  • Cut Costs Gain Control: Save on processing, storage and transfer with compact hash/vector-based processing and deduplication, storing only video in/out points. Our model-agnostic SDK, deployed on client’s infrastructure, avoids costly re-indexing and ensures a sustainable, flexible cost model compared to per-call API services

2. Visual Media Applications

The Intelligent Layer for Media Innovation and Media Workflow Solutions

Curator is an AI-powered platform that transforms media management for creators, producers, and platforms. Our modular, GDPR-compliant tools streamline video ingestion, indexing, and curation, reducing costs and unlocking monetization opportunities. From large archives to small businesses, Curator delivers enterprise-grade solutions with ease.

What we do

Our Curator Service empowers content creators and businesses to efficiently manage, organize, and monetize video assets for the AI era. With advanced automation, AI-driven curation, and flexible tools, we streamline the process from ingestion to licensing, ensuring high- quality results with minimal effort.

  • Video Ingestion: Our automated system processes videos quickly and intelligently, ensuring only high-value content is included in your library.

  • Video Indexing: Organize your video archives efficiently with privacy-focused, customizable indexing tailored to your platform.

  • Video Curation and Metadata Enhance content organization with automated metadata and secure access controls.

  • Organization and Exploration Discover and manage content effortlessly with advanced tools for clustering, prioritization, and exploration.

  • Advanced Search Capabilities: Our hybrid search system delivers precise, customizable results to enhance content discovery and licensing.

  • Dataset Preparation: Transform video assets into licenseable clips and high-quality AI training datasets with ease.

2.1. Large Visual Content Producers

Large visual content producers—like visual studios and content farms manage massive libraries of visual assets, often juggling millions of videos and images. This scale brings daunting challenges: overwhelming content volumes, complex production decisions in a saturated market, soaring cloud and storage costs, and the critical need to ensure originality while avoiding copyrighted material. These pain points can bog down workflows and drain resources.

Value Added Solutions:

  • Streamlined Data Processing: Curator automates review, validation, and filtering of visual data, reducing bias and enhancing accuracy.

  • Local Vectorization: Vectorizes content on-premises via lightweight Docker images, ensuring data sovereignty and minimizing transfer costs.

  • Advanced Visual Data Management: Sorts, clusters, and prioritizes content with AI-driven tools, enabling rapid trend identification and content creation.

  • Cost Reduction: Automates ingestion, deduplicates redundant content, and streamlines workflows, cutting operational expenses.

  • Quality Assurance: Removes copyrighted material, quantifies originality, and ensures high-quality datasets for AI training.

  • Complementary Channel: Enhances existing with a new revenue stream via Essentials marketplace.

2.2. Libraries and Visual Marketplaces

Curator empowers visual media libraries and marketplaces to overcome content overload and stand out in a saturated market. Marketplaces of all sizes can leverage enterprise-grade tools to boost client engagement, reduce operational costs, and unlock new revenue streams through AI-ready video content.

Value Added Solutions:

  • Enhanced Discoverability: Advanced semantic search with negation and prioritization, plus intelligent result clustering, delivers precise, diverse content for clients.

  • Efficient Ingestion Systems: Complements existing systems with vector-based deduplication and reverse search, streamlining content management reducing ingestion and transcoding costs.

  • Automated Content Preparation: Auto-generates metadata, descriptions, and cover frames, reducing manual effort.

  • Niche Curation: Supports specialized content to differentiate in a crowded market.

  • Cost Savings: Two-phase hash-based search minimizes cloud queries

  • Dataset Curation: Curates datasets for AI training and niche markets

  • Democratized Access: Makes enterprise-grade search and curation tools available to smaller marketplaces.

2.3. Filmmakers

Curator empowers Filmmakers to collaborate via an Essentials Library a pioneering platform for short-form video clips (up to 20 seconds) designed to be the Contextualized and Intelligent Video Camera for the AI era. Instead of just licensing clips, our data-centric model focuses on licensing enhanced video metadata (prompts, similarity vectors, etc.) to power modern creative workflows.

Value Added Solutions:

  • Contributor Portal Access to Earnings: User-friendly web interface for uploading and managing content. Offers a 50% revenue share and access to AI dataset markets for increased monetization.

  • Time-Saving Tools: Automates trimming, cover frame selection, metadata to streamline content preparation eliminating manual work.

  • IP Security: Ensure robust security with model releases, consent, and flexible opt-out options.

  • Boost Visibility: Create professional portfolios for direct sales with full royalties and marketing support.

3. Developers and ML teams

Augmenting Vector Databases and LLMs with AI-Powered Video Data Curation

Curator is an AI-powered platform that empowers developers and ML teams to overcome vector database limitations for video understanding and multimodal applications. Our Vector Curator SDK enhanced by an intelligent layer, offers a flexible, model-agnostic toolkit for video data vectorization, indexing, clustering, search, and validation. It seamlessly integrates existing infrastructure, delivering scalable, cost-effective solutions with AI-curated clustering, redundancy detection, and dataset preparation for advanced AI-driven applications.

From startups to enterprises, Curator streamlines video data curation, search, and validation, seamlessly integrating with existing nfrastructure. Our plug-and-play tools accelerate AI innovation, enabling high-quality dataset creation with minimal effort.

Main Benefits

3.1 For ML developers / vector DB user:

  • Plug-in video-native auto-trimming, auto-sampling, and clustering tools

  • Enhanced Video Search: Refine queries with positive and negative prompts, delivering relevance-ranked results tailored for video to boost precision and discoverability

  • Stand out from “generic” vector DBs with multimodal + relevance-aware features and diversity-aware clustering

  • Develop white-labeled “Curator Layer” that vector DB companies can embed or bundle

3.2 For AI model trainers / research labs:

  • Reduce dataset noise and redundancy before training

  • Enable semantic filtering (e.g. “vehicles but no people”)

  • Reduce manual review costs with automated relevance scoring clustering

3.3 For High Precision Applications - Health AI and Industrial AI

  •  Automate content ingestion: pre-process filtering for relevance and redundancy, and organization for healthcare, or industrial archives.

  •  On-Premises Vectorization: Secure processing for sensitive medical videos/images.

  •  Enhanced Discoverability: Enable semantic/ enhanced reverse search and clustering for better content management

  •  Auto-Trimming: Extract relevant segments from surgical or diagnostic recordings.

  •  PACS Integration: Enhance searchability for medical imaging systems with fine-tuned indexing models.

3:4 In general:

  • Accelerates Development: Reduces data preparation and integration time by up to 50%, enabling faster deployment of AI models and applications.

  • Lowers Costs: Local processing and automated workflows cut cloud storage, transfer and computing costs by up to 40%. Prioritize high-impact data for human review, reducing costs.

  • Improves Model Performance: Delivers clean, diverse, and relevant video datasets for more accurate and robust LLMs and vector search systems.

  • Enhances Discoverability: Advanced semantic search and clustering improve data retrieval precision, supporting complex use cases like creative AI or multimodal applications.

  • Scales Effortlessly: Handles large video archives efficiently, from thousands to millions of assets, without compromising performance.

  • Maximizes Flexibility: Model-agnostic tools and open-source compatibility ensure seamless integration with your existing tech stack.

  • Synthetic Data Augmentation: Identify optimal seed data for generation

Tools Provided

  • Curator SDK: A modular, model-agnostic toolkit for on-premises video vectorization, indexing, and curation, compatible with existing vector databases and LLMs.

  • API Integration: Seamless APIs for embedding Curator into your AI pipelines, enabling automated data ingestion, search, and dataset preparation.

  • Automated Content Preparation: AI-powered tools for trimming, key frame selection, intelligent segmentation, and metadata optimization, tailored for ML workflows.

  • Quality Control Suite: Deduplication, IP validation, and diversity analysis tools to ensure high-quality, compliant datasets.

  • Advanced Search Engine: Multimodal reverse search with clustering and weighted examples, supporting cross-data-type.

  • Dataset Validation Tools: Health reports and visualizations to assess dataset balance, identify gaps, and ensure readiness for AI training.

4. Advanced Video Platforms and Tech Labs

Complementary Layer for optimizing and refining powerful embeddings

Curator is a modular, AI-powered platform that enhances multimodal video embeddings from advanced video labs. As a complementary layer, our Vector Curator SDK refines embeddings by addressing diversity, redundancy, and bias, delivering scalable, privacy-focused solutions. It seamlessly integrates with existing vector databases, empowering labs to build high-quality, efficient AI models for enterprise clients in media, surveillance, and education.

Curator an ideal additional module for Advanced Video Platforms/Labs to offer enterprise clients. It also enables them to review, validate, and filter data at scale, guaranteeing that video content used for training or fine-tuning advanced models is high quality, relevant, and bias-free.

What We Do

Curator address gaps in typical video embedding workflows, particularly for enterprise-scale applications with minimal effort:

  • Refine Embeddings: Enhance multimodal embeddings with AI-curated clustering, deduplication, and bias mitigation for high-quality datasets

  • Seamless Integration: Connects to existing vector databases for high-precision search and data validation.

  • Scale Enterprise Solutions: Curate diverse, relevant datasets for media, surveillance, and educational AI models.

  • Ensure Privacy Customization: Enable on-premises processing and fine-tuning for domain-specific performance.