Hotels and hospitality

The best restaurant feedback software in 2026, ranked by whether it can explain a guest's decision rather than just record their rating, is Perspective AI (#1), Tattle, Birdeye, Podium, ReviewTrackers, Ovation, and Medallia.

Guest experience management in 2026 runs on a six-layer stack, and hotels have workable tooling for the five operational layers while the sixth — the understanding layer, which establishes why guests chose, returned or left — is missing from most stacks entirely.

The best Medallia alternatives for hospitality in 2026 are led by Perspective AI, whose conversational voice-of-guest agents replace the shallow post-stay survey with an interview that actually captures why a stay worked or didn't.

Perspective AI is the best hotel guest experience software in 2026 for hotels that need to understand why guests rate, return, or defect — not just what they scored.

Restaurant customer feedback in 2026 is shifting from comment cards, receipt-link surveys, and star ratings toward AI-led conversations that probe the "why" behind a guest's experience.

Toast's AI strategy centers on ToastIQ, an intelligence layer launched in May 2025 that turns the operating system behind roughly 164,000 restaurant locations into a conversational, proactive co-pilot for time-starved operators.