Make Lemonade — Proprietary Framework
Signal Noir™
AI Visibility Framework
for Luxury Travel Brands
Find out where influence is being created — and where AI visibility is being lost.
What is Signal Noir™
The AI Visibility Framework
Built for Luxury Travel.
Signal Noir™ is a proprietary AI brand visibility framework developed by Make Lemonade. It measures how luxury travel and hotel brands build, sustain and convert influence across the full decision journey — from editorial authority through to AI recommendation and final booking.
Most hotel marketing measurement focuses on what happens at the bottom of the funnel: clicks, conversions, bookings. Signal Noir™ measures what happens before that — at the moments where a guest, a travel journalist, or an AI system like ChatGPT or Perplexity first forms an opinion about a brand.
Traditional models measure hotel performance at the point of conversion. Signal Noir™ measures performance at the point where travel decisions are shaped.
The Key Insight
AI visibility is not evenly distributed across the funnel.
Most luxury brands are over-invested in the stage where it matters least.
AI systems like ChatGPT, Perplexity and Google AI Overview now cap hotel recommendations at a handful of results. The luxury travel brands appearing in those results are not always the best known — they are the ones that built the right signals at the right stages. Signal Noir™ shows where those signals are missing for your brand.
The Decision Influence Model
How Luxury Hotel Brands
Build AI Visibility.
AI visibility for luxury travel is built upstream and converted downstream. Most brands only measure the downstream. Signal Noir™ maps all four stages of the guest decision journey.
01
Authority Origination
Inspiration
Editorial coverage in high-authority travel and luxury publications that shape how a brand is first encountered. The stage where AI citation signals are created — and where most luxury hotel brands underinvest in the right titles.
02
Citation & Corroboration
Discovery
How a hotel brand surfaces when a guest searches — via Google, via ChatGPT, via Perplexity, via travel advisor recommendations. The stage generative engine optimisation (GEO) most directly affects.
03
Interpretation & Clarity
Consideration
The moment a potential guest evaluates. Structured content, a clear brand narrative and consistent owned media determine whether a luxury brand advances or is discarded at this stage.
04
Conversion Capture
Decision
The booking, the enquiry, the direct contact. Most luxury hotel brands invest heavily here. Signal Noir™ reveals how much of this outcome was determined two or three stages earlier — by AI visibility signals already in place.
The AI Brand Visibility Matrix
Where Does Your Hotel Brand
Sit in AI Search Right Now?
Most luxury travel brands assume strong PR means strong AI visibility. The matrix shows whether that assumption holds — and where the gaps between editorial authority and AI search performance are costing bookings.
Top Left
Early Authority, Lost Value
Strong PR coverage and media presence, but poor owned content structure means AI systems reference the brand without prioritising it in recommendations. Strong editorial authority — weak AI search visibility.
Top Right — Target Position ★
Dominant Influence
Strong authority across all four stages. Consistently cited in luxury travel editorial. Frequently recommended by ChatGPT, Perplexity and Google AI Overview. These hotel brands are recommended before the guest reaches a booking site.
Bottom Left
Invisible
Weak across all stages. Minimal editorial presence in AI-cited publications. Poor generative engine optimisation signals. Not appearing in AI travel recommendations — and not in Google either.
Bottom Right
Conversion-Led, Influence-Poor
Strong at decision stage through paid media and OTA presence. Limited editorial authority. Rarely surfaced in AI-led travel discovery. Captures booking demand it did not create — and pays heavily for the privilege.
← Inspiration Discovery Consideration Decision →
AI Authority Strength: Low → High
Luxury hotel brands don’t win at the point of booking. They win in the AI recommendations that shape it.
What a Signal Noir™ AI Visibility Audit Delivers
Three Things Your
Brand Can Act On Immediately.
A Signal Noir™ AI visibility audit is not a report for its own sake. Every engagement ends with a clear, prioritised plan.
01 —
Identify exactly where AI search visibility is breaking down
A clear picture of where in the decision journey hotel AI visibility is being lost — whether the cause is gaps in editorial coverage, content structure issues, AI-uncrawlable media placements, or inconsistent brand data across platforms.
02 —
Focus PR and GEO investment where it will actually move AI recommendations
Rather than spreading budget across every channel, Signal Noir™ identifies the specific publications, content types and platforms where investment will have the greatest impact on AI citation share for luxury travel brands.
03 —
Prove that editorial coverage drives direct hotel bookings
By mapping AI visibility across all four stages, Signal Noir™ creates a traceable connection between editorial authority, generative engine optimisation and commercial conversion — the evidence most luxury hotel brands cannot currently produce.
Signal Noir™ In Practice
Which Luxury Travel Publications
Are Actually Influencing AI Recommendations?
The first major application of Signal Noir™ is a research study scoring thirty leading luxury travel and lifestyle publications across six AI visibility dimensions — produced in association with Spotlight Communications. It identifies which publications are building real AI citation share for luxury travel brands in 2026 — and which ones look prestigious but go uncited by ChatGPT, Perplexity and Google AI Overview. Full findings publish June 2026.
Coming June 2026
The AI visibility rankings for luxury travel media are on their way.
Thirty publications. Six Signal Noir™ scoring dimensions — Authority, AI Citations, Content Structure, Topical Authority, Search Visibility, Social Amplification. Results that will change how luxury travel brands decide where to place their stories for maximum AI citation share.
Whitepaper launch: 2 June 2026
Read the teaser posts in Insights while you wait →
Where Signal Noir™ Leads
The Audit Shows the AI Visibility Gaps.
These Services Close Them.
Signal Noir™ sits at the centre of the Make Lemonade approach to AI visibility for luxury travel and hospitality brands. Every service connects back to it.
Common Questions
FAQs About AI Visibility
for Luxury Hotels and Travel Brands.
What is AI visibility for luxury hotels?
AI visibility for luxury hotels refers to whether a hotel appears when guests ask AI systems like ChatGPT, Perplexity or Google AI Overview for travel recommendations. Unlike traditional SEO which focuses on Google rankings, AI visibility depends on editorial authority, structured content and citation patterns in high-credibility publications. Hotels with strong AI visibility are recommended before a guest ever visits a booking site.
What is generative engine optimisation (GEO) for hotels?
Generative engine optimisation (GEO) for hotels is the practice of structuring content, editorial presence and digital data so that AI systems like ChatGPT and Perplexity cite and recommend a hotel in their responses. For luxury hotels, this means building authority across high-credibility publications, structuring owned content clearly, and ensuring consistent accurate data across all platforms AI systems reference. Signal Noir™ maps current GEO performance and identifies where to focus.
Why is my luxury hotel not appearing in AI recommendations?
The most common reasons a luxury hotel does not appear in AI recommendations include: editorial coverage placed in publications that AI systems do not actively cite; website content that is difficult for AI to parse; inconsistent brand data across third-party platforms; and a lack of structured content that clearly signals what the hotel is and who it is for. Signal Noir™ traces exactly which of these gaps is causing the problem.
What is the difference between AI visibility and traditional hotel SEO?
Traditional hotel SEO focuses on ranking in Google search results. AI visibility — the focus of Signal Noir™ — is about whether AI systems surface and recommend a hotel when guests research travel options conversationally. The signals that drive AI recommendations differ from traditional SEO: editorial authority, AI-crawlable content structure and citation patterns in trusted publications all play a significant role alongside standard technical SEO factors.
How do I improve my hotel’s AI search visibility?
Improving a hotel’s AI search visibility requires a structured approach across three areas: editorial (earning coverage in publications that AI systems actively cite), owned content (structuring website content so AI can read and extract it clearly), and entity data (ensuring consistent accurate information across all platforms AI systems reference). The starting point is the
Make Lemonade AI Visibility Snapshot.
Which luxury travel and hotel brands does Signal Noir™ work for?
Signal Noir™ is designed for luxury hotels, resorts, destination management companies, travel agencies and lifestyle brands where editorial authority, AI discovery and reputation all affect commercial outcomes. It is particularly valuable for brands that invest significantly in PR but cannot trace that investment back to AI recommendations or direct bookings.
Start Here
Find out where your hotel brand sits in AI search right now.
The Signal Noir™ AI visibility audit maps a luxury hotel or travel brand’s current position across all four decision stages — and identifies exactly where AI citation share is being created, lost, or left unclaimed.
