The yardstick for AI in hospitality - calibrated for your business type and your property and point-of-sale systems.

How we test, score, and publish

Yardstick Research is an independent software research and consulting agency for B2B AI tools. We test the tools ourselves, score them on outcomes that matter, and publish the results. Methodology in plain sight, so any owner, board, or brand can check our work. For independent and full-service hotels, hotel groups and franchises, restaurants and food-and-beverage groups, and tours and attractions operators, we weight Data Readiness and Team & Workflow heavily because in hospitality the integration spine (the property-management system, the point-of-sale, the channel manager, and the guest record) decides what AI you can actually deploy, and the workforce that owns the workflow - much of it hourly and high-turnover - decides whether it sticks. Here's how that actually happens:

1. 01

   We evaluate every hospitality vendor on this list using public information and free-tier hands-on.

   Our researchers evaluate each vendor on the list using a defensible mix of inputs: vendor documentation and pricing pages, free-tier or trial-seat hands-on where the vendor offers one, video walkthroughs, third-party reviews (G2, Capterra, Hotel Tech Report), published property and restaurant case studies, practitioner discussion (Skift, Hospitality Net, Nation's Restaurant News, industry conferences), and recent funding and news coverage. Where we can sign up and exercise the product directly, we do, and grade the output against a sample workflow: in the hospitality case, a booking or check-in cycle through a tool like Cloudbeds or Canary Technologies, a rate and distribution pass through SiteMinder or IDeaS, a reservations or events workflow through SevenRooms or Tripleseat, or a scheduling task through Harri or Fourth. We do not pay for paid tiers and we do not run a held-out benchmark through every tool. Both are cost-prohibitive at the scale this guide covers.

   Every claim in a tear-sheet is labelled MEASURED (free-tier hands-on observation, or output graded against a sample workflow), ESTIMATED (cost-per-seat efficiency derived from the vendor's pricing page and feature limits), or CITED (vendor-published or third-party benchmark, with the source linked).

2. 02

   We score on outcomes buyers care about, with weights we publish.

   Vendor decks sell features. Hospitality teams actually buy outcomes: guests who self-serve instead of waiting at the desk, rates that move with demand instead of by hand, repeat guests recognized across the property, food-and-beverage and events that run without a dropped order, schedules that cover the floor without overtime surprises, and a stack that connects to the systems you already run. We score seven dimensions: Cost economics and time-to-value; Ease of data integration and accuracy; Food, beverage and events; Guest experience and CRM; Property and restaurant operations (PMS/POS); Revenue and distribution management; and Workforce and labor management. The dimensions and benchmarks are public so your ownership or brand can defend the pick, and so vendors can't quietly negotiate them. The audit also captures your operating baselines (business type, size, systems, and compliance gates) and fans return-on-investment scenarios out per baseline.

3. 03

   We publish. Vendors check facts. Affiliate links are disclosed.

   Every vendor receives their scored tear-sheet seven days before publication and can flag factual errors (wrong pricing tier, misquoted feature, a certification listed that the vendor does not actually hold, integration listed as native that's actually via a third party). Rankings can't be appealed; only factual corrections are accepted. Where the guide links to a vendor's product, that link may earn us a commission. Disclosed on every page where the link appears. Vendors do not pay for inclusion, placement, or ranking.