Vector Embeddings

Built on Global Clickstream Data from tens of millions of users

One of the largest panels in the world

20Bn+URLs monthly

185 countries

Enhance Model Performance with Pre-Built Vector Embeddings

Empower Search and Recommendation Engines

Optimize AI SEO,

Boost Marketing Tools

Increase Classification Accuracy

Build AI Applications

Enrich Vector Databases

Use Cases Across Industries

Vector Databases

Enrich your vector databases with pre-built vector embeddings to enhance model performance and reduce training time

AI Developers

Power your AI applications to deliver context-aware insights based on global user behavior. Enhance model performance and accelerate development cycles

Retail / E-commerce

Fine-tune search and recommendation engines using embeddings built on retail-specific search queries and transaction sequences

Marketing / SEO

Enhance SEO tools, predict links, and identify synonyms for better search rankings, analyze user engagement across domains

Analytics Companies

Fine-tune your models to enhance search accuracy, sentiment analysis, predictive analytics, various NLP tasks and more

Tens of Millions of Users

Globally

Segment and filter our extensive data panel to build vector embeddings tailored to whatever your business needs.

Smooth Integration With Infrastructure

Choose from flexible options, like scheduled batch uploads or real-time daily updates, to be seamlessly integrated with your models and databases.

Real-World Applications

Recommendation Systems

Leverage vector embeddings to match user preferences with products or content, enhancing item relationships, mitigating cold starts, enabling cross-domain suggestions, and improving user segmentation for better engagement and sales.

Search Engines

Elevate search engine performance with pre-trained embeddings: boost search relevance, user engagement and conversions, enable cross-domain recommendations, mitigate cold start problems, and reduce deployment time.

Question Answering

Enhance NLP tasks, understand customer needs with contextual insights, improve trend forecasting, and identify purchasing patterns and seasonal trends. Unlock smarter customer support, better content moderation, and insightful product development.

Marketing

Gain insights into user intent: informational, navigational, or transactional. Uncover topics that resonate with your audience. Conduct competitor analysis, segment audiences. Optimize keywords and ensure content relevance. Enhance SEO tools.

AI & ML Applications

Empower your AI and ML applications with data-driven insights that span user behavior and trends. Improve text classification and sentiment analysis. Conduct market research and trend analysis. Advance semantic understanding, query expansion and intent recognition.

How Vector Embeddings Work

Embeddings are mathematical representations of objects — such as words, phrases, or documents — in a continuous vector space. They transform categorical data into numerical vectors, allowing machine learning models to capture semantic relationships. Once stored, nearest-neighbor searches can retrieve semantically similar items, enhancing semantic searches and recommendation systems. This representation supports various tasks, including classification, clustering, and recommendation.

Working Together: Our Process

Request Embedding Type

Choose between pre-trained vector embeddings optimized for all search queries and domains, or provide specific details about your task and industry so we can apply filters and fine-tune the model to meet your needs.

Evaluate sample, collaborate on the terms

We will provide a sample for your team to evaluate quality. Then, we'll collaborate to create a custom plan that includes personalized pricing and tailored infrastructure solutions.

Get Seamless Delivery

Get seamless delivery into your system with scheduled batch uploads or real-time daily updates, ensuring hassle-free integration.

Our process ensures smooth integration of embeddings into your infrastructure, with data delivered on your terms.