Conciergeloom

The supplied research confirms a single-venue European AI-visibility competitor and a broad structured-data syndication incumbent, while finding no US multi-location dashboard for restaurant and hotel chains. Conciergeloom must not report a stable universal AI-search rank. Answers vary by surface, account, model, date, locale, location, prompt, browsing state, sources, randomness, and personalization. The product defines a versioned prompt and observation protocol, runs repeated authorized queries where terms permit, captures answer text and citations, resolves mentioned entities and locations, and reports observation frequency and variance rather than truth or ranking. It also maintains verified location facts, source listings, structured data, approved brand voice, and human-reviewed responses to genuine customer reviews. A location edit is a hypothesis; later mention movement does not prove causality, and mention does not prove recommendation, accuracy, click, booking, visit, or revenue. The original stage recorded two unverified APIs; later research confirms search interfaces exist, but access to reproduce consumer-facing answers across all target surfaces remains unverified.

The local-marketing, digital, brand, ecommerce, guest-experience, or operations leader at a regional restaurant or hotel chain with roughly 10 to 50 locations.