🧩 City Scout – Project Details 💡 What It Does City Scout is an AI-powered, hyper-personalized urban discovery app. It helps users make the most of their free time by recommending real-time, curated experiences based on their personality, location, calendar, weather, and vibe — not just proximity.

🛠️ How We Built It We built a multi-agent AI pipeline powered by:

🔍 Google Maps Activity Takeout → to understand real user behavior and interests

🧠 OpenAI Agents SDK & Mistral → to generate smart, persona-driven recommendations

🌤️ Real-time APIs → for weather, Google Places, and location-aware filtering

🧭 Router Agent → dynamically decides if the user wants a replan, refined suggestion, or just to chat

Our frontend is crafted with ❤️ using React and Node.js (Lovable framework) to deliver a clean, responsive experience.

💼 Business Model Summary Freemium B2C App: Free core experience with premium unlocks like deeper personality mapping, saved journeys, calendar syncing (~$4/mo)

B2B API Licensing: White-labeled smart itinerary engine for travel platforms, hotels, and digital concierges

Affiliate & Local Partner Integrations: Revenue via bookings and spotlight placements from aligned local businesses and experiences

✨ Anything Else? 🌍 Focused launch in Tier-1 cities (starting with Europe: Paris, Berlin, Barcelona)

🤖 GPT-powered router agent makes the app truly conversational and adaptive

📈 Monetization begins Year 1 with light B2B pilots + community-driven B2C growth

Built With

  • google-maps-activity-takeout
  • google-places
  • mistral-7b
  • node.js-(lovable)
  • openai-agents-sdk
  • perplexity-api
  • python
  • react.js
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