Turn dusty data into golden insights.
We connect and analyze your company's core data in one place, maximizing operational efficiency.
Data Processing
Automated Data Pipeline
From data classification and OCR processing to metadata labeling and database uploading — we provide a fully automated process with just one click.
Structured Chunk Design
To enhance the efficiency of vector search, we structure and store meaningful information in chunk units optimized for the nature of the data.
Vector DB and Metadata RDB
Content is structured and stored in a vector database for hybrid search, while metadata is stored in a relational database (RDB) to enable precise SQL-based queries.
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Retrieving & Search Enhancement
Hybrid Search
Combining BM25 keyword search with vector search, we deliver highly accurate results by reflecting semantic similarity.
Text-to-Query Technology
Overcoming the limitations of hybrid search alone, we use RAG (Retrieval-Augmented Generation) to automatically generate optimal queries. By storing metadata in the RDB and incorporating domain-specific terminology and synonyms, we enable complex condition handling during search.
Custom UX
Admin Features
An admin panel that supports tasks beyond the capability of LLMs alone: manage domain knowledge, configure dynamic prompts, edit metadata, and control response formats.
Optimized Content Display
Listing information as plain text isn’t enough. We deliver tailored and versatile content layouts through original document access, tabular formatting, linked metadata, and more.
