🧩 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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