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Building AI products that actually ship

I'm Jiaqi Guo, an AI-focused product manager building multilingual, data-driven products for enterprise automation.

About Me

My journey from statistics to AI product management

Jiaqi Guo - AI Product Manager

Jiaqi Guo

AI Product Manager | Columbia University

The Academic Journey

Columbia University

2023 - Present

I'm Jiaqi Guo, an AI-focused product manager with a strong foundation in statistics and data science. Currently pursuing graduate studies in Statistics at Columbia University, with a focus on statistical inference, data-centric AI evaluation, and decision intelligence.

StatisticsAI EvaluationDecision Intelligence

The Wisconsin Days

University of Wisconsin–Madison

2019 - 2023

Before Columbia, I studied Statistics at the University of Wisconsin–Madison, where I explored machine learning, data science programming, and data visualization. Outside of academics, I enjoy boxing and photography—two things that keep me sharp, focused, and creatively balanced.

Machine LearningData ScienceVisualization

The Product Philosophy

AI & Product Strategy

Core Approach

My work sits at the intersection of AI, product strategy, and data analytics. I've led the development of LLM evaluation pipelines, CRM tools, and internal AI platforms by translating business needs into clear product specs and working hand-in-hand with engineering and research teams.

Product StrategyAI IntegrationData Analytics

The AI Obsession

LLM & Multilingual NLP

Current Focus

Recently, I've been especially focused on LLM integration, prompt engineering, and multilingual NLP, building systems that support Arabic and other low-resource languages for enterprise automation use cases. Because who doesn't love a good multilingual challenge?

LLMPrompt EngineeringMultilingual NLP

What's Next?

Future Opportunities

2024 & Beyond

I'm excited about opportunities where I can help shape data-driven products, connect technical insights with user needs, and contribute to high-impact teams across product, strategy, or analytics.

ProductStrategyAnalytics

Quick Facts About Me

Technical AI Product Manager fluent in Python and SQL
Focused on LLM benchmarking, prompt optimization & model evaluation
Built AI products for global markets (U.S., China, Middle East)
Skilled in turning data insights into roadmap impact & feature prioritization
Experienced in building CRM systems, landing pages & interactive prototypes (Figma + frontend)
Created dashboards, mockups, and metrics to align engineering and business teams
Delivered AI solutions that improved model performance by 18%+ and cut annotation cost by 50%
Dean's List (4x) | Columbia (Statistics) + UW–Madison alum
Fueled by curiosity, structured thinking, and strong espresso

AI & LLM Focus

My expertise in LLM development, prompt engineering, and evaluation methodologies.

LLM Development

End-to-end development of language models for enterprise applications, with focus on multilingual capabilities and domain-specific fine-tuning.

Prompt Engineering

Advanced prompt optimization techniques for complex reasoning tasks, multilingual processing, and structured output generation.

Model Evaluation

Comprehensive evaluation frameworks using standardized metrics, automated testing, and human evaluation protocols.

Multilingual AI

Specialized expertise in low-resource languages, cross-lingual transfer learning, and culturally-aware AI systems.

Enterprise Integration

Scalable AI solutions for enterprise environments, including compliance, security, and workflow integration.

Data Pipeline

Robust data processing pipelines for AI training, including data quality assurance and automated validation.

Tools & Technologies

The technical foundation that powers my AI product development and data-driven decision making.

AI & Machine Learning

Large Language Model APIs
LangChain, LlamaIndex
Hugging Face Transformers
PyTorch, TensorFlow
Scikit-learn, NumPy

Data & Analytics

Python, R, SQL
Pandas, Matplotlib
Tableau, Power BI
Google Analytics
A/B Testing, Statistics

Product & Development

Figma, Sketch
Git, GitHub
Jupyter Notebook
Microsoft PowerPoint
Agile, Scrum

Additional Expertise

Prompt EngineeringLLM EvaluationMultilingual NLPDocument IntelligenceUser ResearchProduct StrategyData VisualizationStatistical Analysis

Contact & Resume

Let's discuss AI product opportunities and collaborations.

Schedule a Meeting

Let's chat about opportunities

30-Minute Chat

Perfect for discussing AI product ideas, collaboration opportunities, or just getting to know each other

Virtual Meeting

Google Meet link will be provided after booking

Flexible Scheduling

Choose a time that works best for you

Usually respond within 24 hours