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Industry Applicability

Hybrid retrieval + grounded RAG is the same capability across every knowledge-intensive industry. The corpus changes; the architecture does not.

Capability Product / SaaS Healthcare / Claims Financial Services / Private Equity Retail / Restaurant
Hybrid search Atlas Search-style product search Clinical / formulary / policy search Research, filings, deal-room search Product / SKU / menu search
Grounded RAG with citations Docs Q&A, support copilots Care-guideline and claims-policy Q&A Investment memo / due-diligence Q&A Merchandising and ops knowledge Q&A
Groundedness guardrail Trustworthy support answers Patient-safety-critical refusal of unknowns Compliance: no fabricated guidance Accurate policy/price answers
Eval harness (precision@k, MRR) Search relevance SLAs Validated clinical retrieval quality Auditable retrieval quality Catalog search quality
LangGraph agent Multi-step product assistants Prior-auth / triage assistants Diligence research agents Store/ops assistants

Why the guardrail matters

In regulated and high-stakes settings the most important answer is sometimes "I don't know." The groundedness guardrail -- refusing to answer when the knowledge base lacks support -- is what makes enterprise RAG safe to deploy in healthcare, finance, and legal contexts.