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Agentic Search Use Case

Build intelligent search with multi-agent orchestration

Use ContextOS to coordinate hybrid retrieval, connect reranking models, and build multi-hop reasoning workflows—without migrating your existing search infrastructure.

Orchestrate BM25 + vector + graph search

Build agent workflows for query understanding

Plug in your ML models seamlessly

Full citations and lineage tracking

How It Works

Quick overview. Learn more on the platform page →

1

Connect search & data infrastructure

2

Define ontology and retrieval policies

3

Build multi-agent search workflows

4

Monitor and optimize in production

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Platform capabilities for search workflows

Build, connect, and orchestrate your search infrastructure

Hybrid retrieval orchestration

Coordinate BM25, vector, and graph search across your existing stores—no migration. Configure fusion weights and routing per query type.

Ontology-driven context

Define entities and relationships once. Agents automatically traverse the graph, expand queries, and assemble relevant context for every search.

Agent-based query understanding

Build workflows that rewrite queries, extract entities, expand synonyms, and route to specialized search agents based on intent.

Reranking & precision tuning

Plug in your reranking models and set precision/recall thresholds per route. ContextOS handles model serving and feedback loops.

Latency optimization

Parallel retrieval, smart caching, and context compression built in. Hit sub-2s targets while reducing token costs.

Citations & lineage

Every search result includes source attribution, confidence scores, and full retrieval path—auditable and replayable.

What you can build

Enterprise knowledge search

Connect internal docs, databases, and APIs—agents route queries and assemble context across silos.

Product discovery & recommendations

Semantic search + collaborative filtering + inventory rules—orchestrated by agents that understand user intent.

Research & analytics assistants

Multi-hop reasoning over knowledge graphs—agents traverse relationships to answer complex questions.

Ready to build intelligent search?

Start your free pilot and work with our team to orchestrate multi-agent search on your data

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