AI Product Manager

Building Intelligent Products
That Users Love

Product Manager specializing in AI/ML products, recommendation systems, and intelligent user experiences. Led products serving 10M+ users and generated $50M+ in revenue.

๐ŸŽฏ AI Product Strategy
๐Ÿค– ML Lifecycle Management
โœจ User-Facing AI Features
๐Ÿ“Š Data-Driven Decisions

Impact & Achievements

Quantifiable results from shipping AI/ML products at scale

๐Ÿ‘ฅ
10M+
Users Impacted
Total users across products launched
๐Ÿš€
15+
Products Launched
AI/ML features and products shipped to production
๐Ÿ’ฐ
$50M+
Revenue Impact
Generated through product initiatives
๐Ÿ‘จโ€๐Ÿ‘ฉโ€๐Ÿ‘งโ€๐Ÿ‘ฆ
8
Teams Led
Cross-functional teams managed
๐Ÿค–
12
ML Models Deployed
Machine learning models taken to production
โฑ๏ธ
8+
Years Experience
Years in product management

These metrics represent the cumulative impact of launching AI-powered recommendation systems, intelligent search, document processing automation, and personalization features across B2B and B2C products.

Featured Case Studies

Deep dives into AI/ML products I've built from 0 to 1

๐ŸŽฏ
AI/ML
Recommendation SystemsPersonalizationB2C

AI-Powered Recommendation Engine

Increasing user engagement by 45% through personalized recommendations

+187%
Click-Through Rate
+45%
User Engagement
+32%
Conversion Rate
Read Full Case Study
๐Ÿ”
AI/ML
NLPSearchSemantic Search

Intelligent Search with NLP

Improving search success rate from 45% to 78% using semantic understanding

+73%
Search Success Rate
-82%
Zero Results
-57%
Time to Find
Read Full Case Study
๐Ÿ”
B2B SaaS
NLPOCRAutomation

ML-Powered Document Processing

Automating data extraction from 1M+ documents monthly

-92%
Processing Time
96%
Accuracy
$8M
Cost Savings
Read Full Case Study

AI/ML PM Skills

Comprehensive expertise in building and scaling AI-powered products

๐ŸŽฏ

AI Product Strategy

AI Use Case Identification

Expert

Identifying high-impact opportunities for AI/ML applications

Feasibility Analysis

Expert

Evaluating technical feasibility vs business value of ML solutions

ROI Modeling

Advanced

Building business cases and calculating expected ROI for AI investments

AI Roadmapping

Expert

Strategic planning for AI product development and rollout

๐Ÿ”„

ML Product Lifecycle

Problem Definition

Expert

Translating business needs into ML problems with clear success metrics

Data Strategy

Advanced

Planning data collection, labeling, and pipeline requirements

Model Development Collaboration

Expert

Working with data scientists through experimentation and iteration

Production Deployment

Advanced

Taking ML models from prototype to production at scale

Model Monitoring

Advanced

Setting up alerts and dashboards for model performance tracking

โœจ

User-Facing AI Features

Recommendation Systems

Expert

Building personalized recommendation experiences

Personalization

Expert

Creating adaptive user experiences powered by ML

Smart Search

Advanced

Implementing intelligent search with semantic understanding

Predictive Features

Advanced

Forecasting and predictive analytics for user workflows

๐Ÿ“Š

Data & Analytics

SQL & Data Analysis

Expert

Advanced SQL for product analytics and data exploration

Python for PMs

Advanced

Python scripting for data analysis and automation

A/B Testing

Expert

Designing and analyzing experiments with statistical rigor

ML Metrics

Advanced

Understanding precision, recall, F1, AUC-ROC, and business metrics

Model Evaluation

Advanced

Assessing model performance and selecting best approaches

๐Ÿค

Technical Collaboration

Working with Data Scientists

Expert

Effective collaboration with ML engineering teams

Understanding Model Architecture

Advanced

Grasping technical concepts to make informed product decisions

API Integration

Advanced

Designing and implementing ML model APIs

MLOps Awareness

Intermediate

Understanding ML infrastructure and deployment pipelines

โš–๏ธ

AI Ethics & Governance

Bias Detection

Advanced

Identifying and mitigating algorithmic bias

Fairness

Advanced

Ensuring equitable outcomes across user segments

Privacy & Security

Advanced

Handling sensitive data in ML systems responsibly

Explainability

Intermediate

Making ML decisions transparent and interpretable

๐Ÿ’ผ

Stakeholder Management

Translating ML to Business Value

Expert

Communicating technical concepts to non-technical stakeholders

Setting Realistic AI Expectations

Expert

Managing stakeholder expectations around ML capabilities

Cross-functional Leadership

Expert

Leading teams across engineering, design, and business

PM Frameworks & Methodologies

RICE Prioritization
Jobs to be Done (JTBD)
North Star Metric
OKRs
User Story Mapping
Lean Canvas
AI Opportunity Canvas
ML Feasibility Matrix
Model vs Rules Decision Tree
Kano Model

Tools & Technologies

analytics

Google Analytics
Mixpanel
Amplitude
Looker
Tableau

data Science

Python
SQL
Jupyter
pandas
scikit-learn

product Management

Jira
Confluence
Figma
Miro
ProductBoard

ai Ml

TensorFlow
PyTorch
MLflow
Sagemaker
Vertex AI

collaboration

Slack
Notion
Linear
GitHub

Experience

Career journey building AI-powered products

Senior Product Manager - AI/ML

Tech Company
2021 - Present โ€ข San Francisco, CA

Leading AI product strategy and development for recommendation systems serving 5M+ users.

User Engagement
+45%
Search Success Rate
+60%
Revenue Impact
$20M

Key Achievements

  • โ€ขLaunched personalized recommendation engine increasing user engagement by 45%
  • โ€ขBuilt ML-powered search functionality improving search success rate by 60%
  • โ€ขLed cross-functional team of 12 engineers, data scientists, and designers
  • โ€ขEstablished ML model monitoring framework reducing production incidents by 70%
  • โ€ขDrove $20M in incremental revenue through AI-powered personalization

Technologies

PythonTensorFlowAWS SagemakerMLflowSQLA/B TestingLooker

Product Manager

AI Startup
2019 - 2021 โ€ข New York, NY

Owned end-to-end product development for B2B SaaS platform with intelligent automation.

ARR
$5M
Documents Processed
1M+/mo
Onboarding Time
-80%

Key Achievements

  • โ€ขLaunched 0-1 product achieving $5M ARR in first year
  • โ€ขBuilt intelligent document processing system handling 1M+ documents monthly
  • โ€ขReduced customer onboarding time by 80% through ML-powered automation
  • โ€ขConducted user research with 100+ customers to validate product-market fit
  • โ€ขManaged product roadmap and prioritization for team of 8

Technologies

NLPPyTorchDockerKubernetesPostgreSQLReactFastAPI

Associate Product Manager

Enterprise Software Co
2017 - 2019 โ€ข Seattle, WA

Contributed to analytics platform development and data visualization features.

DAU Growth
+30%
Conversion Rate
+25%
Enterprise Clients
50+

Key Achievements

  • โ€ขShipped 6 major features increasing daily active users by 30%
  • โ€ขLed A/B testing program resulting in 25% improvement in conversion rates
  • โ€ขCollaborated with data science team on predictive analytics features
  • โ€ขCreated product analytics framework adopted across the organization
  • โ€ขWorked with Fortune 500 clients to gather requirements and feedback

Technologies

TableauSQLGoogle AnalyticsMixpanelPythonJira

Let's Build Something Amazing

I'm always interested in new opportunities to build AI-powered products that make a real impact. Let's connect!