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Limin Zheng

Services

Testing & Evaluation

Test specific behavior and document what worked, failed and remains untested.

  1. 01

    Functional & UX testing

    Execute agreed user flows and return reproducible findings.

    Choose this when
    Choose this for independent journey/UX testing; choose AI evaluation & failure diagnosis for AI output evaluation.
    Scope unit
    A set of journeys across specific device/browser targets
    View scope and example →
  2. 02

    AI evaluation & failure diagnosis

    Define what good looks like, test failures and make model behavior inspectable.

    Choose this when
    Choose this for AI behavior, failure taxonomies and test sets; choose Functional & UX testing for conventional app QA.
    Scope unit
    One behavior/failure class and agreed evaluation volume
    View scope and example →