Use Cases
Recurring production patterns for AI search, RAG, agents, and retrieval-dependent systems — where retrieval architecture becomes business-critical under real traffic, users, and risk.
AI Concierge Agents for Vacation Rentals
AI concierge agents often start as guest messaging automation. Production turns them into Agentic RAG systems: real guest requests are multilingual, unit-specific, reservation-specific, local, experiential, and authority-sensitive.
View use case →RAG Chatbots for High-Stakes Campaigns
For high-stakes campaigns, public attention can arrive all at once. A RAG chatbot cannot be treated like a normal chatbot when retrieval, LLM inference, safety checks, and fallback all have to hold under burst traffic.
View use case →Enterprise RAG for Workplace Knowledge Retrieval
Workplace knowledge is changing, permissioned, versioned, and spread across documents, tickets, messages, and business systems. Production RAG depends on retrieval that respects permissions, versions, freshness, and source authority — not just the LLM.
View use case →Delivered work in case studies. Broader solution areas: Enterprise RAG · AI Search · Agentic AI.