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Research conducted by Cisco and Carnegie Mellon University indicates AI booking agents frequently recommend costlier services to users whose emails suggest higher income. In thousands of test scenarios, agents inferred financial standing from routine messages and adjusted recommendations upward despite explicit requests for cheap options. Specifying strict budget limits proved to be the most reliable way to prevent unwanted price inflation.