AI Search & Discovery Systems
Deliver more accurate, personalized, and intelligent search experiences with AI-powered semantic search and hybrid ranking. We build enterprise-grade discovery engines that understand intent, improve relevance, and accelerate user decision-making across platforms.
The Impact Dashboard (Metrics)
Search Has Evolved. Users Expect Understanding.
Traditional keyword-based search fails on long-tail queries, misspellings, and abstract concepts. If a user searches for “best laptop for coding,” a keyword engine fails. An AI engine understands.
Our AI Search Systems utilize:
Semantic Embeddings
Mapping query intent to product/document meaning.
Hybrid Retrieval
Combining the precision of Keywords (BM25) with the understanding of Vectors.
Knowledge-Awareness
RAG-based reranking to surface the right answer, not just the most popular one.
Intelligent Search Capabilities
Semantic Search
Understand meaning, context, and synonyms—not just exact keyword matches.
Vector Search
Find similar items or content using deep embeddings (k-NN / ANN algorithms).
Hybrid Retrieval
Best of both worlds: BM25 for exact product codes + Vectors for conceptual queries.
Natural Language Search
Allow users to search using full questions: "Show me red dresses under $50."
Catalog Enrichment
Auto-tagging categories and attributes using Vision/Language models to fix bad metadata.
Multilingual Search
Cross-lingual retrieval (e.g., search in Spanish, find results in English) using multi-lingual embeddings.
Enterprise Knowledge Search
Secure search across organizational documents, SOPs, contracts, and wikis (RAG).
Faceted & Ranked Search
Advanced business logic: Rank by Relevance + Price + Margin + Inventory.
API-Based Infrastructure
Headless, scalable search APIs for Web, Mobile, Intranet, or SaaS.
How We Architect Hybrid Search
Combining Sparse and Dense vectors for maximum relevance.
Tailored for High-Volume Industries
eCommerce & Retail
Product discovery, "Similar Items," Attribute enrichment.
Enterprise SaaS
Documentation search, Feature navigation, Support retrieval.
PropTech
"Lifestyle-based search" (e.g., near good schools), Neighborhood discovery.
FinTech & BFSI
Compliance search, Transaction lookup, Policy retrieval.
Healthcare
Clinical document search, Medical coding lookup (ICD-10).
Logistics
Shipment metadata search, Inventory lookup across warehouses.
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Reduced resolution time by 47% and eliminated repetitive Tier-1 queries.
Achieved 34% increase in CSAT scores by offering native-language AI support.
Handled sensitive compliance queries with a fully private RAG system, reducing ticket volume by 40%.