hannah

“The open data source for independent hospitality operators — A utility layer curated by human experts for use by consumer-facing AI search engines like ChatGPT.”

Every day, more of what we call “Googling” is now increasingly handled by conversational systems: ChatGPT, Perplexity, Claude and even Google themselves present us all with AI search options.

We are either using it ourselves by now or almost certainly have friends and colleagues that have told us about it — this new technology is rapidly becoming normal and extremely convenient:

If a friend tells you about a new restaurant, you don’t necessarily go immediately to its website — instead you may just speak to ChatGPT or Siri on your phone to get the lowdown.

If you see a wonderful looking foodie post on Instagram, and you fancy going to eat there — you most likely still do a search for the facts before you book by either talking or typing into one of your devices.

You are in a foreign city and the hotel concierge gives you a recommendation — you are probably still going to consult your phone before going…

Where we once scrolled, compared and filtered through the ads and the general noise of a Google search, applying our own judgment to filter through to an answer — we now ask one question, get one answer, and it feels futuristic, effortless and is absolutely convincing.

A new technology is upon us and the days of us humans physically trawling the web are ending — the way we search is changing.

Alexa by Amazon

Gemini by Google

ChatGPT by OpenAI

Siri by Apple

Perplexity

Claude by Anthropic

MetaAI


Every new wave of technology arrives with excitement — and this AI wave is now impossible to ignore.

What does this mean for the Hospitality Industry?

Despite billions continuously spent on them, ChatGPT, Gemini, Perplexity and all of the others are built on static data. Their knowledge base “freezes in time” after training, meaning they immediately suffer from model staleness when dealing with real-time facts like today’s lunch special or a change in opening times.

Menus change, opening hours shift, and special offers appear and then need to disappear — yet every outdated fragment of data remains online, building a digital fossil record operators can’t erase. Out of date opening hours linger and old reviews resurface.

AI can’t read your website —

“Even the most advanced bot crawlers can’t reliably extract or interpret dynamic website content without structured data.”
Google Search Central, 2025

AI can’t read your Instagram —

“No major AI bot, including ChatGPT, Grok or Gemini, can get unfiltered access to your Instagram.”
Meta, Facebook

AI hallucinates —

“Hallucinations are plausible but false statements generated by language models. They can show up in surprising ways, even for seemingly straightforward questions.”
OpenAI, 2025

AI guesses —

“They are encouraged to guess rather than say ‘I don’t know.’”
OpenAI, 2025

We ran numerous tests on venues we know well and the results were alarmingly inaccurate and to make matters worse — a correct answer given today could be a completely different and incorrect answer tomorrow and the major problem here is that neither the venue owner or the user of the AI search bot would ever know.

This is a silent problem that we didn’t know we had and it is fatal for independent operators.

“I know first-hand how vital it is to keep your shop window to the world accurate and alive.”

How do independent hospitality venues control how they appear in this new frontier of online discovery?

hannah — We have built the definitive, unbiased, and AI-optimised data source for London’s independent venues. Our core service is complimentary and provided to independent venues because we are committed to ensuring your establishment’s information is consistently accurate, perfectly structured, and readily visible to the AI’s ensuring your business is seen on your terms.

We are the neutral bridge between venues and AI search, providing clean, structured data purely designed for machine understanding — so when AI search engines answer questions, they deliver truth, not guesswork. We give independent operators back control of their visibility across every AI platform and we have made it as simple as sending a text.

What hannah does is transform every minute detail of your operations, your socials, website and everything in between so we are able to fully optimise your venue’s profile for the AI search engines to read — We convert your story into their language so they can confidently answer the millions of daily queries they receive from their users.

How we do it:

We create a structured, AI-readable profile for your venue and publish it in an “Open Data Source” format, meaning it is for all to see, much like your website or Instagram profile — this is how your data is fully understood and precisely why hannah needed to be built: Our system is already connected to ChatGPT, Claude, Perplexity and Gemini, we represent your venue in their language through the channels they understand.

So now when someone makes a query that aligns with your venue — you will be found and the data on your profile will be correct, set by you on your terms.

Why this matters now — We are all entering the AI-first discovery era whether we like it or not. If you’re not represented in that layer, you will vanish.

We’ve already added hundreds of London venues — manually, carefully, and for free and they are already being surfaced, daily, by the AI search engines.

hannah is an open source dataset built on 25 years of hospitality experience and the following accolades:

Restaurant of the Year 2020

Boutique Hotelier Power List 2018 — “Young Trailblazer”

“Pride of Bucks” Award 2022

The Good Hotel Guide — Winner — Best Newcomer 2018

Let’s make sure your venue is seen, heard, and understood.

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