Managed AI Search Product
SaaS platform that enables users to seamlessly integrate semantic AI search on their platform
Problem Statement
Traditional keyword-based search systems are failing to meet user expectations in an AI-driven world. Organizations struggle with poor content discoverability, requiring extensive manual tagging and optimization workflows. Users frequently abandon searches when they can't find relevant content using exact keyword matches, leading to reduced engagement and lost opportunities. There is a need to move product and item searches to a semantic meaning-based paradigm.
Challenges
- Technical Complexity: Deep expertise in vector embeddings, similarity matching, and hybrid search architectures is required
- Performance Requirements: Need for sub-100ms response times while maintaining accuracy across large content catalogs
- Integration Barriers: A generic search infrastructure should be customizable to varied needs of different organizations
- Scalability Concerns: Managing vector storage, indexing pipelines, and real-time synchronization at enterprise scale
Solution
Summary
I launched a managed AI search SaaS platform that combines the precision of traditional keyword search with the intelligence of semantic understanding, delivered through API-first architecture and pre-built UI components.
Check out my Atri AI platform.
Approach
The development process involved several key technical aspects:
- Engineered a hybrid-mode system using Meilisearch for keyword precision combined with state-of-the-art embedding models for semantic understanding
- Implemented infrastructure, deployment and content delivery design to achieve sub-100ms response times
- Developed comprehensive APIs and React components enabling rapid deployment across different platforms
- Created webhook-based systems for real-time content synchronization, eliminating manual index management
- Built comprehensive search analytics providing query intelligence, user journey mapping, and performance insights
Atri AI Search Overview
Atri AI Search Approach
Atri AI Search Configuration
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