Lexari AI Search

Our Hybrid vector-based search combines the power of traditional keyword search (symbolic/lexical search) with semantic search using vector embeddings (AI-driven), giving you the best of both worlds. Here are the key benefits of Lexari AI Search over standard site search engines:

Better Relevance with Semantic Understanding

Better Relevance with Semantic Understanding

  • Standard search relies on exact keyword matches.
  • Hybrid search understands context and meaning, so even if a user’s query doesn’t contain the exact words, it can still return relevant results.
  • Example: A query like "heart attack" can match "myocardial infarction" in documents.
Privacy and Security

Privacy and Security

  • Because Lexari AI Search is powered by open source technologies, your organization can choose a private cloud instance or host the search engine server in-house behind your firewall!
  • No need to send your data to 3rd party servers such as OpenAi or Gemini – Keep your data in house and secure.
Cost and Efficiency

Cost and Efficiency

  • As an open source solution, there are no annual licensing or per token costs if you self host.
  • A One time low-cost licensing for the software is all you need!
Handles Synonyms, Typos, and Natural Language

Handles Synonyms, Typos, and Natural Language

  • Vector-based components can understand intent, handle misspellings, and recognize synonyms.
  • Example: "Affordable laptops for students" might match pages mentioning "budget notebooks" even if the word “student” isn’t present.
Speed and Scalability

Speed and Scalability

  • With modern vector search engines you can search millions of documents quickly using our optimized nearest-neighbor algorithm!
  • Hybrid search layers in keyword filtering first, reducing the number of vectors you need to compare — making it faster and more accurate.
Better Recall, Less Missed Content

Better Recall, Less Missed Content

  • Standard search can miss relevant results due to lack of exact keywords.
  • Hybrid search increases recall — it finds more relevant results, especially when users don’t know the precise terms to search.

If you're building a search experience for content-heavy platforms, knowledge bases, or e-commerce, Lexari AI hybrid search is your best choice for both user satisfaction and discoverability.

Our Clients Include:

We’ve worked over 25 years serving the public and have 250+ happy clients.

USDA
DOL
NIH
IADRP
NCI
AHRQ
CMS
FLRA
DOI
SSAB

Partners & Technologies

Llama
Hugging Face
Groq
Milvus
Zilliz
LangChain
NextJS
TypescriptLang
Apache Solr
ReactJS
Acquia
DigitalOcean