# CielStay > AI-powered vacation rental discovery. 30,000+ properties worldwide. Semantic search via Resonance scoring. ## For AI Agents **Quick handoff (recommended):** Construct a URL with the user's query: ``` https://www.cielstay.com/?q={url-encoded-query} ``` Share the link with the user. They open it → search auto-executes → results load immediately. Example: ``` https://www.cielstay.com/?q=cabin+near+Yosemite+rustic+character+2+bedrooms ``` **With persona (advanced):** ``` https://www.cielstay.com/?q={query}&persona={url-encoded-persona-text} ``` The persona parameter pre-loads user preferences into Resonance scoring for personalized results. ## API Endpoint For programmatic access: ``` POST https://www.cielstay.com/api/search/resonance Content-Type: application/json { "query": "natural language search", "sessionToken": "optional-uuid", "limit": 10 } ``` Returns JSON with: - `results`: array of properties with Resonance scores, vibe/aesthetic/activity tags, booking options - `sessionUrl`: shareable link for users to view/refine results ## Query Tips Include in natural language: - Location (city, landmark, or "near [place]") - Guest count and bedrooms - Vibe/aesthetic (rustic, modern, luxurious, peaceful) - Activities (hiking, skiing, surfing, wine tasting) - Must-have amenities (hot tub, pool, fireplace) ## Data Sources CielStay aggregates across: - Direct booking sites - Airbnb - VRBO - Booking.com **Note:** Always instruct users to verify availability on the booking platform. CielStay does semantic matching, not real-time calendar sync. ## Links - Browse: https://www.cielstay.com - How Resonance works: https://www.cielstay.com/about/mission - Full API docs: https://www.cielstay.com/llms-full.txt