Partnership Service · AI Brand Accuracy
The Full Story
AI Brand Accuracy and Reputation Repair
for Luxury Travel and Lifestyle
A partnership service by Make Lemonade & Spotlight Communications
The partnership
Two organisations.
One complete solution.
Make Lemonade
Brand-led AI search visibility
We map how AI systems (ChatGPT, Perplexity, Google’s AI Overview and others) discover, read, and cite information about your brand. Where the wrong information is appearing, we trace it back to the source.
Spotlight Communications
Luxury travel & lifestyle PR
Deep relationships across international media. Spotlight works with tier one luxury travel and lifestyle editors, journalists, and publications to shape and place the stories that define how a brand is talked about in the world.
Together
We offer something no single agency can: the technical intelligence to find where the wrong story is coming from, the media relationships to correct it at source, and the PR strategy to build the right story going forward.
The problem with outdated information
A guest asks ChatGPT for the best restaurants at your resort. It recommends one that closed two years ago.
A journalist researching your brand finds an old article describing a partnership that no longer exists.
A travel advisor asks an AI assistant about your property’s positioning and gets an answer that belongs to your previous ownership.
“This is not a rare edge case. It happens constantly, across every type of luxury travel and lifestyle brand.”
AI systems learn from what is published online, and the internet has a long memory. Old press releases, outdated listings, superseded reviews, and incorrect third-party mentions all feed into what AI systems say about a brand today.
Most brands do not know this is happening. And most agencies only fix part of the problem.
How it works
Past. Present. Future.
Three connected phases. Each with a clear owner, a clear output, and a clear role in getting to the right outcome.
Phase 1 · The Past
Find the source.
Led by Make LemonadeFind where the wrong information is coming from.
- Audit what AI systems are currently saying about the brand across ChatGPT, Perplexity, Google AI Overview, and others.
- Identify specific pieces of incorrect, outdated, or misleading information appearing in AI outputs.
- Trace each piece of misinformation back to its origin: a Wikipedia entry, a travel blog, an old press release, a listing site, or a structural issue on the brand’s own website.
- Produce a source map: a clear picture of where the wrong story is living and why AI systems keep finding it.
Phase 2 · The Present
Correct the record.
Make Lemonade + SpotlightBuild and execute a plan to correct it.
- For errors on the brand’s own digital properties: Make Lemonade updates the technical setup (structured data, schema markup, page content) so AI systems read the correct information.
- For errors on external websites, travel guides, or publications: Spotlight uses its media relationships to contact editors and journalists directly and request corrections.
- For errors on open-knowledge platforms such as Wikipedia or aggregator sites: Make Lemonade manages the correction process through the appropriate editorial channels.
- Each correction is tracked and verified. The goal is not just removal, it is replacement with accurate, citable information.
Phase 3 · The Future
Own the narrative.
Spotlight + Make LemonadeShape the story AI systems will find from this point forward.
- Spotlight develops a forward-facing PR strategy built on the accurate, current narrative the brand wants to own.
- Earned media placements are structured to be AI-citable: clear, factual, and placed in the tier one publications that AI systems actively reference.
- Make Lemonade runs a parallel programme of targeted content placement across mid-tier travel and lifestyle publishers, selected using SIGNAL NOIR™ intelligence, not guesswork.
- The two tracks run in tandem, covering the full citation ecosystem from prestige editorial down to the specialist outlets AI systems draw from every day.
Who this is for
Brands where reputation,
accuracy and positioning genuinely matter.
The Full Story is designed for luxury travel and lifestyle brands including:
Why this matters more than ever
Perception is shaped
before the website is ever visited.
Guests and travel advisors are increasingly using AI tools to research properties before booking. They are not just reading TripAdvisor reviews. They are asking ChatGPT which hotels to stay at, asking Perplexity what a resort’s dining experience is like, and reading AI-generated travel guides that pull from sources published years ago.
What AI systems say about a brand shapes perception before a guest ever visits a website. If that information is wrong, the brand is working against itself from the very first moment a potential guest starts researching.
Correcting the record is not just a technical exercise. It is a commercial priority.
What makes this different
Most agencies do part of the work.
We do the whole thing.
Start here
Find out what AI
is saying about your brand.
The first step is always understanding the current picture. We run an initial AI citation audit to identify what is appearing, where it is coming from, and how significant the impact is likely to be.
From there, Make Lemonade and Spotlight Communications build a plan that fits the brand’s situation, timeline, and goals.
Questions
FAQs about AI brand accuracy
for luxury travel and lifestyle
How do AI systems end up with wrong information about a brand?
AI systems are trained on large amounts of publicly available text from the internet, including old articles, outdated listings, archived press releases, and third-party websites. Once that information is embedded in an AI’s training data or in the sources it retrieves, it keeps appearing in responses even if the facts have changed. The AI does not know the information is wrong. It is simply repeating what it has learned.
Can this actually be fixed, or is AI information permanent?
It can be fixed, though it takes a structured approach. AI systems draw on external sources (websites, publications, knowledge databases), so correcting those underlying sources changes what the AI finds and cites over time. It is not instant, but it is effective when tackled systematically.
What kinds of errors come up most often in luxury hospitality?
The most common issues include: closed restaurants or dining venues still being listed as active, old ownership or management details persisting in AI outputs, outdated property descriptions following refurbishments, incorrect amenity information, and past partnerships or affiliations being cited as current.
What is the difference between what Make Lemonade does and what Spotlight does in this service?
Make Lemonade handles the technical and digital brand intelligence side: auditing what AI systems are saying, tracing misinformation back to its source, and correcting errors on digital properties or open-knowledge platforms. Spotlight handles the media and editorial side: using PR relationships to correct information in publications and building the forward-facing narrative through strategic media placements.
How long does it take to see results?
The audit and source mapping typically takes two to three weeks. Corrections to owned digital properties are faster, often within days. Corrections to third-party publications and the subsequent impact on AI outputs take longer, usually one to three months, depending on how quickly the updated sources are recrawled and incorporated.
Is this service only for hotels?
No. The service is built for any luxury travel or lifestyle brand where reputation and accurate positioning matter, including resorts, destination management companies, travel agencies, lifestyle brands, and hospitality groups.
The Full Story is a partnership service offered by Make Lemonade and Spotlight Communications.
Pricing is provided on request following an initial AI citation audit.