An intelligent agent that reads guest messages, detects intent, curates premium local experiences — and actually executes the bookings. Hosts earn commissions. Guests get magic.
From guest inquiry to confirmed booking — every step orchestrated, every partner vetted, every experience guaranteed.
After every booking, the agent sends a follow-up message to the guest asking about their experience. Negative feedback triggers an immediate host notification — intercepting bad reviews before they happen.
The agent doesn't just respond — it understands. Every guest message is parsed for trip intent, party composition, timing, and emotional tone.
Claude analyzes the booking message + any follow-up messages to classify the trip into one of six categories, each with tailored recommendation profiles:
Each type maps to a curated set of suggestions. Bachelorette? Yacht charter + rooftop dinner. Anniversary? Sunset photography + fine dining. Family? Kid-friendly activities + casual restaurants.
Extracted from the Hospitable booking data and guest messages:
The agent mirrors the guest's communication style:
This isn't just politeness — it's conversion optimization. Guests are more likely to book when the response feels human and matches their vibe.
Every suggestion is selected from the vetted partner list based on the extracted context:
Suggestions are presented as 2–3 curated picks, never a dump of 10 options. Decision fatigue kills conversion.
When a guest confirms interest, the agent doesn't just give a link — it executes the booking. Each service type has its own booking pipeline.
Attempt reservation via OpenTable API or Resy API with party size, date, time, and special requests.
If no API integration exists for the venue, send a templated email to the restaurant's reservation email with all details.
Monitor for booking confirmation (API callback or email reply via IMAP). Relay confirmation with details + referral link back to guest.
No booking APIs exist. Agent sends a structured availability request to pre-vetted charter captains via SendGrid/Resend.
Gmail IMAP polling watches for captain replies. Agent parses availability, pricing, and vessel options.
Summarize 1–2 best options for guest. On confirmation, agent replies to captain with booking confirmation.
Email vetted photographers with date, location preference, session type (golden hour, event, portrait).
Coordinate timing with guest itinerary. Suggest optimal times (golden hour for beach, etc.).
Follow up with photographer post-session to ensure <72hr delivery to guest. Flag delays to host.
Query Viator or GetYourGuide APIs for activities matching trip type, party size, and dates.
Apply vetting filters (rating, reviews, cancellation policy). Rank by relevance to guest context.
Execute booking via API. Send confirmation with meeting point, times, and what to bring.
Every booking generates a unique referral link. Partner reports commission completion. Host dashboard tracks earnings per guest, per partner, and per month.
This is the most critical system. The host's Airbnb rating — years of 5-star reviews — depends on every recommended experience being excellent. No exceptions.
The agent only recommends partners from the approved list. Every partner is manually vetted by the host before being added. The AI never independently discovers and recommends a business. The vetting criteria below are the minimum bar — the host has final say.
| Category | Min Rating | Min Reviews | Additional Requirements |
|---|---|---|---|
| 🍽 Restaurants | 4.2★ Google | 200+ | No health code violations. Agent monitors live rating — auto-flags drops below threshold. |
| ⛵ Yacht Charters | 4.5★ | 50+ | USCG licensed. Liability insurance verified. Safety record checked. |
| 📸 Photographers | 4.5★ | 30+ | Portfolio review by host. <72hr delivery guarantee. 3 references checked. |
| 🎯 Activities | 4.3★ | 100+ | Free cancellation preferred. Insurance verified for adventure activities. |
Agent checks Google review scores for all partners weekly via Google Places API. Score drop below threshold → auto-flag to host.
After each booking, agent messages guest: "How was dinner at Coasterra?" Negative feedback → host notified immediately.
Quarterly verification of restaurant health inspections, charter USCG licensing, and insurance status.
Protecting the host's reputation requires zero tolerance for consistent failures:
Intercept bad experiences BEFORE they become Airbnb reviews. The follow-up message catches problems in real-time, allowing the host to intervene, apologize, and offer alternatives — turning a potential 3-star review into a 5-star recovery story.
A lean, modern stack designed for a hackathon but architected for production. Every component chosen for reliability and speed.
A 3–5 minute demo that tells a story. Not a feature tour — a narrative that makes judges feel the magic.
Quick hook: "Every Airbnb host gets the same question — 'Any restaurant recommendations?' — and every host copy-pastes the same list. What if the house itself could book the dinner?" Show a typical generic Airbnb message exchange. Boring, manual, no revenue.
Show the Hospitable dashboard briefly. "We built an AI concierge that reads guest messages, understands what they actually want, and books it for them." Show the OpenClaw agent config.
The money shot. Send a test guest message: "Hey! It's my wife's birthday, party of 4, any nice dinner spots Saturday?" Show the agent detecting anniversary/celebration, party of 4, Saturday dinner. Watch it generate a warm, personalized response with 2 restaurant picks. Simulate guest saying "Book Coasterra!" → watch the agent execute the OpenTable API call → confirmation sent back.
This is the differentiator. Show the partner vetting dashboard: rating thresholds, three-strike system, the follow-up message flow. Emphasize: "We don't just recommend — we guarantee. Every partner is vetted. Every experience is tracked. Negative feedback triggers an intervention before it becomes a review."
Show the commission tracking: unique referral links, per-guest revenue, monthly earnings dashboard. "The host earns $50–200 per stay in commissions — from experiences they didn't lift a finger to book." Flash the numbers: projected revenue per property per year.
Three points: (1) Built on Hospitable MCP — real integration, not a mockup. (2) Reputation protection is baked in — not bolted on. (3) Revenue generation for hosts — this pays for itself day one. End with: "The best concierge doesn't wait to be asked. It anticipates."
Pre-record the API calls to avoid live demo failures. Have a real guest message thread ready in Hospitable. Show the actual code briefly but don't dwell — judges care about the product, not the implementation details. Keep the energy up — this is a pitch, not a lecture.