Keenon.

Buy if you operate a hotel or office with 50–200 rooms and 20%+ of daily labor is room/amenity delivery. Skip if property is under 30 rooms (unit cost won't justify) or relies on outdoor/carpet-heavy circulation. Expect 12–14-month payback at full deployment on two shifts daily.

Buy if you operate a busy 150–500-seat restaurant with standard floor layout and want to cut dish-delivery labor by ~30–40% during peak hours. Skip if your space has carpeted floors, multiple levels, or outdoor service—this robot handles only flat, hard indoor surfaces.

The T8 excels at navigating 55 cm passages where most delivery robots fail. Its 15-hour battery, tray sensors, and intuitive touchscreen make it operationally mature for restaurants and compact hotels. Payload (20 kg across three trays) limits bulk deliveries; avoid in venues requiring high-volume floor coverage.

Buy if you operate a 100+ seat restaurant or 200+ room hotel and can afford pilot integration with Keenon's full cleaning-robot stack. Skip if your venue is carpeted or has heavy foot traffic where wheeled platform would struggle. Keenon makes a compelling financial case by leasing robots for less than half the cost of local labor, especially in high-income or aging markets.

Buy if you operate 50+ seat hospitality venues with acute labor shortage and accept multi-robot setup costs. Skip if you need a standalone all-purpose unit—XMAN-F1 requires companion robots (delivery, cleaning) to perform. No pricing yet; too early to compare ROI.