Production Patterns

Use Cases

Recurring production patterns for AI search, RAG, agents, and retrieval-dependent systems. Use cases show where retrieval architecture becomes business-critical: when a prototype turns into a production system with real traffic, real users, and real risk.

Available use cases

Public-facing RAGBurst trafficAdversarial safetyBrand risk

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.

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Related production patterns

These patterns are covered today through Searchplex solution and industry pages.

Enterprise RAG

Enterprise Knowledge Assistants

RAG for internal knowledge bases, regulated content, and high-trust answer systems where grounding and citation matter.

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AI Search

AI Search & Product Discovery

Semantic search, personalization, and discovery systems where relevance and latency drive measurable business outcomes.

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Agentic AI

Agentic Retrieval Systems

Retrieval foundations for multi-step agent pipelines that need reliable context, tool use, and evidence across steps.

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How to use these pages

Use cases are starting points. If one resembles the system you are building, Searchplex can help pressure-test the retrieval, ranking, evaluation, and serving architecture before implementation or launch.