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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/prompting and Large Language Model (LLM) applications, contributing to the go-to-market (GTM) strategy while driving top-of-funnel engagement.

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Responsibilities

• Led a cross-functional team of 16 (AI engineers, designers, and PMs) to resolve blockers and align priorities; defined measurable milestones, acceptance criteria, and guardrails that sustained delivery velocity and product quality.

• Partnered with AI engineers to fine-tune LLMs and design hallucination detection mechanisms, improving model accuracy, reliability, and overall performance from selection to deployment.

• Designed cloud-based data schemas for stable information retrieval, enabling bidirectional access while maintaining a high-performing and cost-optimized database structure.

• Defined and executed the go-to-market (GTM) strategy by targeting and educating top-of-funnel customers, establishing strategic partnerships, and pitching the product at industry events to gather feedback and drive adoption.

Jun 2024 -

Aug 2024

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

link to the project

Achievements

• Drove 0 to 1 to launch a web-based AI chatbot minimum viable product (MVP), converting structured data into conversational guidance to deliver personalized resources to customers.

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

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Responsibilities

• Collaborated with a cross-functional Agile team of 12 (ML/DS, UX, referral specialists), owning the end-to-end roadmap for a referral chatbot leveraging conversational AI and LLMs to connect residents to social services faster.

• Defined product vision for delivering fast, personalized, and access to critical social services via conversational AI.

• 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.

• Designed an end-to-end data ecosystem — spanning ingestion, engineering, quality, and orchestration — to build a governed knowledge base of anonymized case files with LLM-generated tags, improving retrieval precision.

• Established an ML/AI evaluation framework to ensure model reliability and safety in production.

Skills
& Expertise

Product Management & Business:

A/B Testing, Agile, Cross-functional Leadership, Road-mapping, GTM, Stakeholder Communication, Product Storytelling, Jira/Linear/Notion

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Technical:

Python, SQL, C++, Cloud (AWS/GCP), Databases, Git, Machine Learning, Deep Learning, Statistical Analysis, Data Visualization (Tableau/Power BI), Large Language Models (LLMs), Prompt Engineering, AI Eval

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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