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Siqi Xiao

Education

2023 - 2025

University of Southern California 
MS in Computer Science - Applied Data Science 

2019 - 2023

Shanghai Jiao Tong University
BS in Electrical and Computer Engineering 

Minors: Data Science, Entrepreneurship

Honors: 1st class Outstanding Scholarship, Academic Progress Scholarship

Experience

Aug 2025 -

Present

AI Product Manager,
EchoLab, San Francisco, CA   

link to the project

Achievements

• Launched a generative AI-powered A/B testing hypothesis generator in four months, reducing support tickets review time by 85% and enabling 5x more experiments annually.

• Co-authored an e-book and LinkedIn content series on RAG, agentic AI, and Large Language Model (LLM) applications, contributing to the GTM  strategy while driving top-of-funnel engagement.

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Responsibilities

Led a cross-functional team of 16 (AI engineers, designers, PMs) to resolve blockers, align priorities, and deliver measurable milestones across the end-to-end AI product lifecycle.

Partnered with AI engineers to drive functional LLM fine-tuning through prompt engineering and human-in-the-loop (HITL) evaluation pipelines; designed success metrics, iterative improvement loops, and AI evaluation frameworks to enhance accuracy, reliability, and overall model performance.

Defined product vision, roadmap, and prioritization strategy by synthesizing customer feedback and industry trends; guided MVP development to drive fast learning cycles and alignment with user needs.

Executed GTM strategy by targeting top-of-funnel customers, creating product education contents, and building strategic partnerships to gather feedback, validate use cases, and drive adoption.

Jun 2024 -

Aug 2024

Product Manager / MLE Intern,
211 LA, Los Angeles, CA

link to the project

Achievements

Delivered a 0 to 1 web-based AI referral support system (MVP), later scaled into a county-wide product used daily by hundreds of employees and accessible to all Los Angeles County residents.

• Boosted North Star Metrics (NSM) by reducing handling time by 32% and increasing customer satisfaction by 11%.

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Responsibilities

Designed real-time employee-AI collaboration workflows, including AI-assisted profile generation, guided decision flows, compliance-sensitive recommendations, and human-in-the-loop handoffs, to enable agents to deliver faster, more accurate, and improve caller satisfaction.

Analyzed service data using Tableau and Python to surface key demographic patterns and inform prioritization; conducted Voice-of-Customer (VOC) interviews and call-flow analysis to identify user pain points, uncover automation opportunities, and shape AI use cases.

• Conducted Voice-of-Customer (VOC) interviews and analyzed call recordings to identify customer pain points for both callers and agents, uncovering automation opportunities and workflow gaps.

Collaborated with engineers, referral specialists, and call agents on content engineering (tune knowledge algorithms, refine internal taxonomy),  and design evaluation methods to enable rapid iteration and improvement.

Skills
& Expertise

Product Management & Business:

A/B Testing, Experiment Design, Agile, Cross-functional Leadership, Roadmapping, GTM, Stakeholder Communication, Product Storytelling, Jira/Linear/Notion, User Research (VOC)

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Technical:

Prompt Engineering, Content Engineering, AI Evaluation, Agentic AI Workflows, Prototyping, Large Language Models (LLMs), Machine Learning, Statistical Analysis, Data Visualization, Cloud (AWS/GCP), Databases, Python, SQL, Git

Thank You For Stopping BY

I am excited to bring my passion for leadership and innovation to your team as a project manager.

Los Angeles

San Francisco Bay Area

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Tel: 608-515-0956
Email: siqix1122@outlook.com

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