llms.txt Content
# LastMinuteDeals
> Execution infrastructure for AI agents that need to book real-world services.
LastMinuteDeals is the intent-to-confirmation layer for real-world service bookings.
An AI agent tells us what it wants. We search, decide, execute, retry, and confirm —
returning a booking outcome synchronously or via persistent delegated intent.
This is not a scraper or a deal aggregator. It is a primitive in the agent economy:
observe → decide → execute → learn → improve
## What this handles end-to-end
- Discovery: 8+ platforms, 150+ US cities, 83 live slots as of 2026-04-16 07:30 UTC
- Categories: events, wellness, beauty, hospitality, home_services, professional_services
- Availability window: 0–72 hours from now
- Execution: multi-path retry engine (7 strategies), Playwright automation per platform
- Payment: Stripe auth-then-capture (card held, charged only after booking confirmed) or pre-funded wallet
- Intelligence: market insights accumulate from every booking — success rates, fill velocity, optimal windows
- Persistence: delegated intent sessions — create once, system executes autonomously until resolved
## Why this exists
When an AI agent needs to book a real-world service, it has two options:
1. Build booking automation in-house: 3-6 months, platform-specific maintenance, no historical data
2. Call LastMinuteDeals: 1 API key, 1 HTTP call, guaranteed outcome with full audit trail
This is the same argument Stripe made for payments and Twilio made for communications.
LastMinuteDeals makes it for real-world service execution.
## For AI Agents — REST API
Base URL: https://web-production-dc74b.up.railway.app
API spec: https://lastminutedealshq.com/openapi.json
### Search deals
GET /slots?category=wellness&city=New+York&hours_ahead=24&max_price=100
Returns: JSON array of available slots with our_price, start_time, slot_id, location
### Check availability
GET /slots/{slot_id}/quote
Returns: conf
OpenAPI Spec (preview)
{
"openapi": "3.1.0",
"info": {
"title": "LastMinuteDeals Execution API",
"description": "Execution infrastructure for AI agents booking real-world services. Intent-to-confirmation pipeline: search \u2192 decide \u2192 guarantee \u2192 confirm. Multi-path retry engine, pre-funded wallets, delegated intent sessions, market intelligence. Card authorized (not charged) until booking confirmed on source platform.",
"version": "1.0.0",
"contact": {
"name": "LastMinuteD