How to Use AI Agents to Find Mistake Fares

Stop searching manually. Configure your OpenClaw agent to scan for pricing errors 24/7. Here is the exact prompt you need.

The Problem with Human Search

Airlines update prices millions of times a day. Humans check maybe once a week. You are missing the 15-minute windows where a business class seat to Tokyo drops to €400 due to a currency glitch.

The Solution: Agent Loops

Instead of searching yourself, give your agent (OpenClaw, AutoGPT) the MoltFlights API tool and set up a cron job.

{
  "schedule": "0 * * * *",
  "task": "Check flights from HEL to HND for March 2026.\n           If price < 600 EUR, alert me immediately with the booking link."
}

Because MoltFlights returns structured JSON, your agent can parse the price reliably. No more hallucinations reading "1,200" as "120".