RAG examples and patterns

RAG examples that connect architecture to business work

See where retrieval-augmented generation adds value, which sources and controls each use case needs, and how to define a measurable first release.

Explore a RAG project

Source-connected

Permission-aware

Measured before launch

What makes a strong RAG use case

RAG is a good fit when users need answers or drafts based on information that is private, specialized, distributed, frequently updated, or important to cite. The workflow should have identifiable source material and a way to judge whether retrieval and the final response are useful.

RAG is a weak fit when no authoritative knowledge exists, deterministic rules are sufficient, the task primarily requires model behavior rather than facts, or an incorrect synthesis would be unacceptable without a review process.

Enterprise RAG examples

Knowledge assistant

Search policies, procedures, project history, and expert guidance with source-aware answers.

Customer support copilot

Combine product documentation, customer context, and similar resolved cases for faster service.

Document analyst

Find, compare, and summarize relevant requirements, clauses, or technical passages across a controlled set.

Industry patterns

✓

CRM account briefings and case-resolution guidance

✓

Legal matter, contract, and precedent knowledge

✓

Manufacturing manuals, service history, and quality records

✓

Healthcare policy, research, and operational knowledge

✓

Sales proposal and approved-response assistance

✓

Compliance obligations and evidence retrieval

✓

Engineering specifications and change history

✓

Employee onboarding and self-service support

Turn an example into a testable pilot

Name the user decision

Describe the task and what better performance means.

Identify authoritative evidence

Select representative sources, versions, permissions, and expected citations.

Create realistic questions

Include frequent, difficult, ambiguous, restricted, and unanswerable cases.

Measure against today

Compare time, retrieval, answer support, review effort, and user outcomes.

Go deeper by use case

Questions

Frequently asked questions

An employee knowledge assistant that retrieves approved policy passages and uses them to produce a cited answer is a common RAG example.

RAG patterns appear in software, professional services, legal, manufacturing, healthcare, finance, education, government, and other knowledge-intensive settings.

Choose a frequent, valuable task with identifiable sources, representative users, manageable risk, and measurable current performance.

A practical next step

Bring us the workflow that is stuck—not a finished AI specification.

We will help clarify the opportunity, data, risks, and smallest useful way to prove value.

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