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Avasara Lab

Generative AI and Knowledge Systems

Generative AI and RAG

We connect the approved sources, retrieve the relevant passages, and return an answer a person can check. Access follows the permissions you already have.

The business problem

The answer exists in a policy, a ticket, or a contract, but people ask a colleague because search returns the wrong file.

What the work includes

  • Source inventory and a decision about what the assistant may read
  • Retrieval, citations, and a refusal path when the source is missing
  • Evaluation questions the team can rerun after the documents change
  • Integration into chat, search, or an internal tool

Use cases

Support knowledge

Agents ask a question and see the SOP passage, not an unsourced paragraph.

Sales enablement

A rep retrieves the current packaging and pricing note before a call.

These are patterns for scoping a project. They are not case studies and they do not report a client metric.

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