Portfolio

Case Studies

Deep dives into AI-powered products I've designed, architected, and built. Each project showcases different challenges and technical approaches.

Idea Genius

AI-Powered Business Ideation Platform

A comprehensive platform that helps entrepreneurs validate and refine business concepts using market intelligence, competitive analysis, and AI-driven insights.

Technologies Used

Next.jsOpenAI GPT-4PythonPostgreSQLRedisStripe

The Challenge

Aspiring entrepreneurs often struggle to validate their business ideas objectively. They lack access to market research tools and competitive intelligence that larger companies have, leading to costly mistakes and failed ventures.

The Solution

Idea Genius democratizes business validation by combining AI analysis with real-time market data. Users input their business concept and receive comprehensive reports including market size estimates, competitor analysis, SWOT assessments, and actionable recommendations.

Key Features

  • AI-powered market analysis and sizing
  • Automated competitor identification and benchmarking
  • SWOT analysis with actionable recommendations
  • Business model canvas generation
  • Financial projection templates
  • Export to PDF and presentation formats
12,000+
Ideas Validated
94%
User Satisfaction
40hrs
Time Saved
3.2x
Success Rate

Idea Genius gave me the confidence to pursue my startup. The market analysis was incredibly thorough and helped me secure my first round of funding.

Sarah Chen
Founder, EcoTrack

Reel Favorites

Personalized Movie Discovery Engine

A sophisticated recommendation engine that goes beyond basic genre matching to understand nuanced user preferences through collaborative filtering and natural language understanding.

Technologies Used

PythonTensorFlowFastAPIReactNeo4jAWS

The Challenge

Traditional movie recommendation systems rely heavily on genre tags and viewing history, often missing the subtle preferences that make a film truly resonate with a viewer—things like pacing, cinematography style, or thematic depth.

The Solution

Reel Favorites uses a hybrid recommendation approach combining collaborative filtering with NLP-based analysis of reviews and plot summaries. Users can describe what they're in the mood for in natural language, and the system translates that into precise recommendations.

Key Features

  • Natural language mood-based search
  • Collaborative filtering with 50M+ ratings
  • Deep content analysis of plot and themes
  • Personalized watchlists with smart sorting
  • Social features for sharing recommendations
  • Integration with major streaming platforms
85K+
Active Users
89%
Accuracy Rate
500K
Movies Indexed
12min
Avg. Session

Finally, a recommendation engine that gets me. I described wanting 'something like a warm hug on a rainy day' and it suggested the perfect film.

Marcus Williams
Film Enthusiast

SearchAI

Enhanced Search with AI Insights

A dual-interface search platform that combines traditional Google search results with AI-generated insights, offering factual answers, code solutions, and concept explanations in a unified experience.

Technologies Used

Next.jsOpenAIGoogle Custom Search APIFirebaseTailwind CSSVercel

The Challenge

Users face information overload when searching, spending significant time synthesizing results from multiple sources. Developers struggle to extract relevant code solutions, and complex topics require extensive research to understand.

The Solution

SearchAI presents Google search results alongside specialized AI responses in a single interface. Three distinct response types—factual answers, code solutions, and concept explanations—are tailored to specific search intents, dramatically reducing research time.

Key Features

  • Dual-column interface (desktop) / tabbed UI (mobile)
  • Three AI response types: Search, Code, Explain
  • User authentication with Google Sign-in
  • Usage tracking and quota management
  • Response caching for performance
  • Markdown rendering with syntax highlighting
3x
Search Speed
68%
User Retention
85%
Comprehension
<2s
Load Time

SearchAI has become my go-to research tool. The code generation feature alone has saved me countless hours of Stack Overflow browsing.

David Park
Senior Developer

Have a project in mind?

I'm always excited to work on challenging AI and software projects. Let's discuss how I can help bring your vision to life.