NEW! Reimagining the eCommerce Search Experience with SearchAI Get Started.

NEW! Reimagining the eCommerce Search Experience with SearchAI Get Started.

NEW! Reimagining the eCommerce Search Experience with SearchAI Get Started.

understanding the four stages of enterprise search white paper video background image

Automatic Search Relevance Tuning with Hybrid Search and LLM-Powered Contextual Reranking

Automatic Search Relevance Tuning with Hybrid Search and LLM-Powered Contextual Reranking

Automatic Search Relevance Tuning with Hybrid Search and LLM-Powered Contextual Reranking

February 07, 2025

February 07, 2025

Search administrators and content managers have long grappled with relevancy tuning - the painstaking process of analyzing user behavior and manually adjusting search parameters to surface the most relevant content. The SearchAI Platform transforms this traditionally labor-intensive task by leveraging Large Language Models (LLMs) to optimize search relevance automatically. Here's how it works:

Search administrators and content managers have long grappled with relevancy tuning - the painstaking process of analyzing user behavior and manually adjusting search parameters to surface the most relevant content. The SearchAI Platform transforms this traditionally labor-intensive task by leveraging Large Language Models (LLMs) to optimize search relevance automatically. Here's how it works:

Are the risks associated with Generative AI (GenAI) worth the rewards?

Are the risks associated with Generative AI (GenAI) worth the rewards?

SearchAI emerges as a solution for businesses seeking to integrate the capabilities of Generative AI while mitigating potential risks. This blog delves into how SearchAI addresses key concerns surrounding cost management, data security, and workforce impact, with Single, unified RAG and Hybrid Search platform - offering a balanced approach to AI adoption.

SearchAI emerges as a solution for businesses seeking to integrate the capabilities of Generative AI while mitigating potential risks. This blog delves into how SearchAI addresses key concerns surrounding cost management, data security, and workforce impact, with Single, unified RAG and Hybrid Search platform - offering a balanced approach to AI adoption.

01

01

Intelligent Metadata Enhancement

Intelligent Metadata Enhancement

Poor document metadata can severely impact search effectiveness, especially when dealing with large collections of PDFs and Office documents. During indexing, the SearchAI Platform automatically generates clear, concise titles, descriptions, and topic tags. This enhanced metadata improves document findability and provides users with a meaningful preview in search results, enabling faster identification of relevant documents.

Poor document metadata can severely impact search effectiveness, especially when dealing with large collections of PDFs and Office documents. During indexing, the SearchAI Platform automatically generates clear, concise titles, descriptions, and topic tags. This enhanced metadata improves document findability and provides users with a meaningful preview in search results, enabling faster identification of relevant documents.

02

02

PageDNA: Context-Aware Document Understanding

PageDNA: Context-Aware Document Understanding

PageDNA: Context-Aware Document Understanding

Matching user intent with document content becomes increasingly complex as documents grow in size. The SearchAI Platform addresses this challenge with PageDNA - a revolutionary metadata field generated by LLMs. This unique document fingerprint captures the essential context of each document, ensuring more accurate matching between user queries and relevant content.

Matching user intent with document content becomes increasingly complex as documents grow in size. The SearchAI Platform addresses this challenge with PageDNA - a revolutionary metadata field generated by LLMs. This unique document fingerprint captures the essential context of each document, ensuring more accurate matching between user queries and relevant content.

Matching user intent with document content becomes increasingly complex as documents grow in size. The SearchAI Platform addresses this challenge with PageDNA - a revolutionary metadata field generated by LLMs. This unique document fingerprint captures the essential context of each document, ensuring more accurate matching between user queries and relevant content.

03

03

Hybrid Search Architecture

Hybrid Search Architecture

Hybrid Search Architecture

The platform combines the precision of keyword search with the flexibility of vector search to deliver comprehensive results:
- Keyword search excels at exact matches, perfect for finding specific names or product IDs
- Vector search understands conceptual similarities, handles typos gracefully, and processes natural language queries effectively
This hybrid search approach ensures users find relevant documents even when using imperfect or conversational search terms.
The platform combines the precision of keyword search with the flexibility of vector search to deliver comprehensive results:
- Keyword search excels at exact matches, perfect for finding specific names or product IDs
- Vector search understands conceptual similarities, handles typos gracefully, and processes natural language queries effectively
This hybrid search approach ensures users find relevant documents even when using imperfect or conversational search terms.
The platform combines the precision of keyword search with the flexibility of vector search to deliver comprehensive results:
- Keyword search excels at exact matches, perfect for finding specific names or product IDs
- Vector search understands conceptual similarities, handles typos gracefully, and processes natural language queries effectively
This hybrid search approach ensures users find relevant documents even when using imperfect or conversational search terms.

04

04

Advanced LLM-Powered Results Reranking

Advanced LLM-Powered Results Reranking

Advanced LLM-Powered Results Reranking

While hybrid search provides a solid foundation, the SearchAI Platform takes an additional step to optimize relevance. The platform employs LLM-based reranking as a final refinement stage, individually scoring each result against the user's query. This sophisticated process ensures search results are ordered by contextual relevance to the specific user query and the documents.

While hybrid search provides a solid foundation, the SearchAI Platform takes an additional step to optimize relevance. The platform employs LLM-based reranking as a final refinement stage, individually scoring each result against the user's query. This sophisticated process ensures search results are ordered by contextual relevance to the specific user query and the documents.

While hybrid search provides a solid foundation, the SearchAI Platform takes an additional step to optimize relevance. The platform employs LLM-based reranking as a final refinement stage, individually scoring each result against the user's query. This sophisticated process ensures search results are ordered by contextual relevance to the specific user query and the documents.

The Future of Search is Hybrid

The Future of Search is Hybrid

The Future of Search is Hybrid

The SearchAI Platform dramatically improves the search experience by eliminating manual tuning with intelligent, query-specific optimization. Users can now focus on finding the most relevant information rather than wrestling with irrelevant results. This AI approach to relevance represents a significant leap forward in enterprise search technology, making information discovery faster and more relevant.

The SearchAI Platform dramatically improves the search experience by eliminating manual tuning with intelligent, query-specific optimization. Users can now focus on finding the most relevant information rather than wrestling with irrelevant results. This AI approach to relevance represents a significant leap forward in enterprise search technology, making information discovery faster and more relevant.

Reserve your private, custom demo.

Reserve your private, custom demo.

See how SearchAI Hybrid Search supports both customer and employee use cases.

See how SearchAI Hybrid Search supports both customer and employee use cases.

See how SearchAI Hybrid Search supports both customer and employee use cases.

understanding the four stages of enterprise search white paper video background image
understanding the four stages of enterprise search white paper video background image
understanding the four stages of enterprise search white paper video background image

Enhance your users’ digital experience.

Security & Compliance

Certifications

SearchAI is SOC 2 attested, HIPAA aligned, ISO/IEC 27001:2022 certified and ISO/IEC 42001:2023 certified.