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What is TopK?
TopK is an innovative document database that operates in a cloud-native environment with a serverless framework, specifically tailored for enhancing search applications.
This system integrates both vector search—viewing vectors as a distinct data type—and traditional keyword search using the BM25 model within a cohesive interface. TopK's advanced query expression language empowers developers to construct dependable applications across various domains, such as semantic, retrieval-augmented generation (RAG), and multi-modal applications, without the complexity of managing multiple databases or services.
Furthermore, the comprehensive retrieval engine being developed will facilitate document transformation by automatically generating embeddings, enhance query comprehension by interpreting metadata filters from user inquiries, and implement adaptive ranking by returning "relevance feedback" to TopK, all seamlessly integrated into a single platform for improved efficiency and functionality. This unification not only simplifies development but also optimizes the user experience by delivering precise and contextually relevant search results.
What is Agent Search on Gemini Enterprise Agent Platform?
Agent Search on Gemini Enterprise Agent Platform is a comprehensive tool that enables organizations to build high-quality, AI-driven search experiences powered by their own data. It delivers Google-level search performance across websites, internal systems, and large datasets, including both structured and unstructured information. The platform enhances traditional search by introducing conversational interfaces that understand user intent and provide context-aware results. As a built-in retrieval augmented generation (RAG) system, it grounds AI responses in enterprise data, improving accuracy and reliability. It streamlines complex processes such as data ingestion, transformation, indexing, and retrieval into a simplified workflow that requires minimal setup. Industry-specific capabilities support specialized use cases in healthcare, media, and commerce, offering tailored search and recommendation features. Developers can customize and extend functionality using APIs for embeddings, ranking, document parsing, and grounded generation. The platform also integrates with vector search technology, enabling advanced semantic matching and recommendation engines. With support for custom embeddings and scalable indexing, it can handle massive datasets efficiently. Users can quickly deploy search functionality into websites through widgets or APIs, enabling immediate improvements in user experience. Built-in tools allow for testing, refinement, and optimization of search performance over time. The system also supports generative AI applications by acting as a reliable data retrieval layer for chatbots and assistants. Overall, it transforms enterprise search into an intelligent, scalable, and highly customizable AI-powered experience.
Media
No images available
Integrations Supported
Chat Mitra
Gemini
Gemini 2.5 Flash Native Audio
Gemini Enterprise
Gemini Enterprise Agent Platform
Google Cloud Document AI
Google Cloud Platform
HTML
Python
Integrations Supported
Chat Mitra
Gemini
Gemini 2.5 Flash Native Audio
Gemini Enterprise
Gemini Enterprise Agent Platform
Google Cloud Document AI
Google Cloud Platform
HTML
Python
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
TopK
Date Founded
2024
Company Location
United States
Company Website
www.topk.io
Company Facts
Organization Name
Date Founded
1998
Company Location
United States
Company Website
cloud.google.com/products/gemini-enterprise-agent-platform/agent-search
Categories and Features
Categories and Features
Enterprise Search
AI / Machine Learning
Faceted Search / Filtering
Full Text Search
Fuzzy Search
Indexing
Text Analytics
eDiscovery