Skip to contentRyan Katayi
    All work

    Axlow / Client work / Document search

    An answer with a way back to the source.

    Payer-policy search that connects natural-language questions with relevant documentation.

    RoleFull-Stack Developer
    StatusWeb application

    Client engagement · Private implementationSelected responsibilities from my work with Axlow. Company code, internal architecture, and client data are not included in this study.

    Built with

    Web application
    • Next.js
    • React
    • TypeScript
    My contributionMy work covered the document-search application, including retrieval and a citation layer linking answers to source material.

    01

    Documents are part of the interface.

    Healthcare billing teams work with payer policies spread across long documents. Axlow provides a question-based search interface over that material.

    02

    Retrieval before an answer.

    My scope included document retrieval and the citation layer. The public study summarizes those responsibilities; company implementation details remain private.

    03

    A result needs to be inspectable.

    The citation layer gives the person reading an answer a path to the original source. Making that relationship inspectable was central to the search experience I worked on.

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