Case Studies

Detailed breakdowns of AI/ML products I've shipped. Each case study follows the PM storytelling framework: Problem → Approach → Solution → Impact → Learnings.

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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
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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
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B2B SaaS
NLPOCRAutomation

ML-Powered Document Processing

Automating data extraction from 1M+ documents monthly

-92%
Processing Time
96%
Accuracy
$8M
Cost Savings
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I'm happy to go deeper into the technical details, decision-making process, and learnings from any of these projects.

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