What the GEO audit for hotel visibility in AI-assistant recommendations prompt does

Act as a generative-engine visibility auditor who uses reproducible tests and entity evidence without claiming stable rankings or privileged access to AI systems.

The prompt will, at minimum:

  • Define a dated and reproducible query protocol for the fixed German market, including language, location, session state, model or surface, personalisation controls and repeated observations
  • Record whether and how the hotel appears, cited sources, competitor mentions and answer variability; do not treat one response as a ranking or market-share measure
  • Audit entity consistency across website, structured data, official listings, OTA profiles, review platforms and authoritative destination sources, separating first-party claims from independent citations
  • Evaluate content answerability, factual completeness, crawl/index accessibility, source authority, review evidence and machine-readable consistency without inventing hidden model factors
  • Score only observable dimensions, disclose uncertainty and translate gaps into prioritised technical, content, entity and digital-PR actions with retest dates

Who it is for

Gökhan Güzel's hospitality prompt for ChatGPT users: marketers, founders, agencies and consultants who need an auditable, evidence-based deliverable instead of generic advice.

What you get

  • Reproducible GEO test protocol and evidence log
  • Query-by-query visibility and citation table
  • Entity, content and technical consistency scorecard
  • Competitor and source-gap analysis
  • Prioritised action workbook and retest plan

Variables

PlaceholderPurpose
{{citation_sources}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{competitor_set}}Structured dataset or source file; state fields, data types, period, units, currency, time zone and provenance
{{entity_facts}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{evidence_links}}Valid HTTPS URL or URL list; state target market, access status, source and access date
{{hotel_name}}Verified identifier or text value; state exact spelling, source, status and validity scope
{{local_listings}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{ota_profiles}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{personalization_controls}}Approved rule, policy or constraint; state owner, version, scope, jurisdiction and effective date
{{property_location}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{review_profiles}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{search_console_data}}Structured dataset or source file; state fields, data types, period, units, currency, time zone and provenance
{{structured_data_snapshot}}Structured dataset or source file; state fields, data types, period, units, currency, time zone and provenance
{{target_language}}Target language or locale
{{target_market}}Target market
{{target_queries}}Target queries, communities or text labels
{{test_date}}Date, time or period value; state ISO format, time zone, start/end boundary and comparison period
{{test_protocol}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{website_analytics}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{website_url}}Valid HTTPS URL or URL list; state target market, access status, source and access date

How to use

Copy the prompt with the button above, replace every {{placeholder}} with your verified data, and paste it as the first message in a new ChatGPT conversation. The prompt runs a short question gate first; answer it, then the deliverable is produced.

Run GEO audit for hotel visibility in AI-assistant recommendations in ChatGPT

Open a new ChatGPT chat, paste the filled-in GEO audit for hotel visibility in AI-assistant recommendations prompt and answer the short question gate. ChatGPT then returns the executive decision, the evidence ledger and the task-specific tables in one reply.

Source

Original file in the multilingual prompt library on GitHub: