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.
Impact & Achievements
Quantifiable results from shipping AI/ML products at scale
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
AI-Powered Recommendation Engine
Increasing user engagement by 45% through personalized recommendations
Intelligent Search with NLP
Improving search success rate from 45% to 78% using semantic understanding
ML-Powered Document Processing
Automating data extraction from 1M+ documents monthly
AI/ML PM Skills
Comprehensive expertise in building and scaling AI-powered products
AI Product Strategy
AI Use Case Identification
ExpertIdentifying high-impact opportunities for AI/ML applications
Feasibility Analysis
ExpertEvaluating technical feasibility vs business value of ML solutions
ROI Modeling
AdvancedBuilding business cases and calculating expected ROI for AI investments
AI Roadmapping
ExpertStrategic planning for AI product development and rollout
ML Product Lifecycle
Problem Definition
ExpertTranslating business needs into ML problems with clear success metrics
Data Strategy
AdvancedPlanning data collection, labeling, and pipeline requirements
Model Development Collaboration
ExpertWorking with data scientists through experimentation and iteration
Production Deployment
AdvancedTaking ML models from prototype to production at scale
Model Monitoring
AdvancedSetting up alerts and dashboards for model performance tracking
User-Facing AI Features
Recommendation Systems
ExpertBuilding personalized recommendation experiences
Personalization
ExpertCreating adaptive user experiences powered by ML
Smart Search
AdvancedImplementing intelligent search with semantic understanding
Predictive Features
AdvancedForecasting and predictive analytics for user workflows
Data & Analytics
SQL & Data Analysis
ExpertAdvanced SQL for product analytics and data exploration
Python for PMs
AdvancedPython scripting for data analysis and automation
A/B Testing
ExpertDesigning and analyzing experiments with statistical rigor
ML Metrics
AdvancedUnderstanding precision, recall, F1, AUC-ROC, and business metrics
Model Evaluation
AdvancedAssessing model performance and selecting best approaches
Technical Collaboration
Working with Data Scientists
ExpertEffective collaboration with ML engineering teams
Understanding Model Architecture
AdvancedGrasping technical concepts to make informed product decisions
API Integration
AdvancedDesigning and implementing ML model APIs
MLOps Awareness
IntermediateUnderstanding ML infrastructure and deployment pipelines
AI Ethics & Governance
Bias Detection
AdvancedIdentifying and mitigating algorithmic bias
Fairness
AdvancedEnsuring equitable outcomes across user segments
Privacy & Security
AdvancedHandling sensitive data in ML systems responsibly
Explainability
IntermediateMaking ML decisions transparent and interpretable
Stakeholder Management
Translating ML to Business Value
ExpertCommunicating technical concepts to non-technical stakeholders
Setting Realistic AI Expectations
ExpertManaging stakeholder expectations around ML capabilities
Cross-functional Leadership
ExpertLeading teams across engineering, design, and business
PM Frameworks & Methodologies
Tools & Technologies
analytics
data Science
product Management
ai Ml
collaboration
Experience
Career journey building AI-powered products
Senior Product Manager - AI/ML
Leading AI product strategy and development for recommendation systems serving 5M+ users.
Key Achievements
- โขLaunched personalized recommendation engine increasing user engagement by 45%
- โขBuilt ML-powered search functionality improving search success rate by 60%
- โขLed cross-functional team of 12 engineers, data scientists, and designers
- โขEstablished ML model monitoring framework reducing production incidents by 70%
- โขDrove $20M in incremental revenue through AI-powered personalization
Technologies
Product Manager
Owned end-to-end product development for B2B SaaS platform with intelligent automation.
Key Achievements
- โขLaunched 0-1 product achieving $5M ARR in first year
- โขBuilt intelligent document processing system handling 1M+ documents monthly
- โขReduced customer onboarding time by 80% through ML-powered automation
- โขConducted user research with 100+ customers to validate product-market fit
- โขManaged product roadmap and prioritization for team of 8
Technologies
Associate Product Manager
Contributed to analytics platform development and data visualization features.
Key Achievements
- โขShipped 6 major features increasing daily active users by 30%
- โขLed A/B testing program resulting in 25% improvement in conversion rates
- โขCollaborated with data science team on predictive analytics features
- โขCreated product analytics framework adopted across the organization
- โขWorked with Fortune 500 clients to gather requirements and feedback
Technologies
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!