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    Emily Williams • Citigroup

    No evidence was found of an Emily Williams working as an analyst at Citigroup, nor is there a LinkedIn profile supporting this role. The available professional profiles for Emily Williams detail her finance leadership positions in private equity-backed software companies, such as Chief Financial Officer at Aptarro and Vice President of Finance at Netwrix, rather than investment banking or equity analysis at Citigroup or any major bank. Her expertise centers on financial planning and analysis, KPI development, and strategic finance in the software and technology sector, with a career history that includes Innovyze (part of Autodesk), Puppet, and KinderCare Education. Williams holds an MBA from Babson College and a B.S. from Northwestern University, but there is no record of FINRA registration, Wall Street performance rankings, or direct securities analyst credentials.

    Emily Williams's questions to Serve Robotics Inc (SERV) leadership

    Emily Williams's questions to Serve Robotics Inc (SERV) leadership • Q3 2024

    Question

    Emily Williams asked for the reasons behind the 6-to-12-month timeframe required to reach full fleet utilization in a new city.

    Answer

    CEO Ali Kashani explained that the ramp-up period involves several efficiency-building steps. These include mapping the new geography, optimizing delivery routes, and progressively onboarding merchants, some of whom require custom POS integrations. He expects this process to accelerate with experience, similar to ride-sharing rollouts.

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