Walk-in baths AI visibility scores: who ranks in Google and AI search
AI visibility (also called LLM visibility or AI brand visibility) is how often a brand or website is named or cited when people ask ChatGPT, Google AI Overviews, AI Mode, Gemini and Perplexity about walk-in baths. This page measures it for every website, page, YouTube channel, video and subreddit that appeared when we asked the 57 walk-in baths questions behind this data in Google, AI Overviews, AI Mode, ChatGPT, Gemini, Perplexity and YouTube. People ask things like “Can a walk in bath have a shower?”, “How much does a walk-in shower for the elderly cost?” and “Which is better, a walk-in tub or a walk-in shower?”.
Key findings
- ChatGPT leans on primecarers.co.uk (42.1) and lookinto.co.uk (29.7). None of the bathing specialists and retailers makes its top 3.
- Google AI Overviews favour facebook.com (24.5), ahead of consumeraffairs.com (22.4).
- Perplexity is the most supplier-friendly engine: Kohler (31.6) and Absolute Mobility (27.6).
- Only one of the bathing specialists and retailers makes the overall top 5: Mobility Plus (8.7).
- Reddit threads are cited too: r/HomeImprovement has 6 cited threads, which appear in Google organic, AI Overview, AI Mode, Gemini and Perplexity.
One example question from each walk-in baths topic
- Can a walk in bath have a shower? How Walk-In Baths Work
- How much does a walk-in shower for the elderly cost? Walk-In Bath and Accessible Shower Costs
- Which is better, a walk-in tub or a walk-in shower? Walk-In Bath or Walk-In Shower?
- What is the best bathing tub for elderly people? Choosing the Best Bath or Shower
- Do I need a bathtub? Converting Your Bathroom
- What are the downsides of a walk-in tub? Pros and Cons
Most visible websites for walk-in baths
| Name | Visibility | Channels | Qs | |
|---|---|---|---|---|
| 1 | consumeraffairs.com | 19.9 | 21 | |
| 2 | primecarers.co.uk | 14.0 | 20 | |
| 3 | checkatrade.com | 12.4 | 18 | |
| 4 | facebook.com | 11.7 | 36 | |
| 5 | mobility-plus.co.uk | 8.7 | 8 |
What it shows
The websites that show up most when people ask about walk-in baths, across all 6 concern groups and 57 questions. consumeraffairs.com leads with a score of 19.9, appearing in Google organic, AI Overview, AI Mode, ChatGPT, Gemini and Perplexity, ahead of primecarers.co.uk and checkatrade.com. All five appear in AI answers and all of them also rank in Google organic.
How walk-in baths brands can use this
These are the sources Google and AI assistants trust for walk-in baths questions. Check whether your site is in the list. If it is not, study what these domains publish and target them for brand mentions, expert quotes and digital PR, because being named on a trusted site is one of the main ways a brand gets into AI answers.
Most visible pages for walk-in baths
| Title | Visibility | Channels | Qs | |
|---|---|---|---|---|
| 1 | Pros and Cons of Walk-In Tubs (2026) | ConsumerAffairs®consumeraffairs.com/homeowners/walk-in-tub-pros-and-cons.html | 12.4 | 7 | |
| 2 | Walk-in bath or walk-in shower for an older parent?primecarers.co.uk/home-modifications/walk-in-baths/walk-in-bath-or-walk-in-shower | 7.1 | 7 | |
| 3 | Walk-In Shower Installation Cost in 2026: UK Pricescheckatrade.com/blog/cost-guides/cost-of-walk-in-shower-installation/ | 5.8 | 7 | |
| 4 | Walk-in Bath with Shower: A Simple Guide - Mobility Plusmobility-plus.co.uk/blog/walk-in-baths/walk-in-bath-with-shower/ | 4.0 | 1 | |
| 5 | Understanding the Cost of Walk In Tubsncoa.org/article/how-much-do-walk-in-tubs-cost/ | 4.0 | 6 |
What it shows
The individual pages cited or ranked most often across the 57 questions. The top page, Pros and Cons of Walk-In Tubs (2026) | ConsumerAffairs® on consumeraffairs.com, scores 12.4 and appears for 7 questions.
How to get your pages into this list
Open these pages and note how they answer: a plain definition near the top, short sections that each answer one question, and figures with sources. Pages built like this are easy for AI assistants to quote. Match that structure on your own pages for the same questions.
Walk-in baths bathing specialists and retailers: who AI assistants mention most
| Name | Visibility | Channels | Qs | |
|---|---|---|---|---|
| 1 | Mobility PlusBathing specialist · mobility-plus.co.uk | 8.7 | 8 | |
| 2 | Absolute MobilityBathing specialist · absolutemobility.co.uk | 7.3 | 15 | |
| 3 | Safe StepBathing specialist · safesteptub.com | 7.1 | 16 | |
| 4 | MoreabilityBathing specialist · moreability.co.uk | 6.4 | 8 | |
| 5 | Bathing MobilityBathing specialist · bathingmobility.co.uk | 6.1 | 13 | |
| 6 | KohlerBathing specialist · reveal.kohler.com | 5.5 | 16 | |
| 7 | PlumbworldRetailer · plumbworld.co.uk | 4.8 | 10 | |
| 8 | Premier Care in BathingBathing specialist · premiercareinbathing.co.uk | 4.6 | 6 | |
| 9 | The Walk In Bath CoBathing specialist · thewalkinbathco.co.uk | 4.1 | 7 | |
| 10 | HorowBathing specialist · horow.com | 4.1 | 11 |
What it shows
The same scores as the websites table, filtered to bathing specialists and retailers, so you can compare like with like. Guidance sites, regulators and publishers are left out. Mobility Plus leads with 8.7, ahead of Absolute Mobility (7.3).
How suppliers can use this
Look at which channels each rival appears in. A rival with ChatGPT or Perplexity dots that you lack is being cited from pages you can study and outdo. A high Qs count with a low score means a brand appears often but only for questions Google surfaces less.
Top YouTube channels for walk-in baths
| Name | Visibility | Channels | Qs | |
|---|---|---|---|---|
| 1 | homeability | 13.8 | 27 | |
| 2 | Mosby Building Arts | 12.5 | 24 | |
| 3 | Safe Step Walk-In Tubs & Showers | 10.3 | 20 | |
| 4 | Double C Home Inspections | 9.4 | 19 | |
| 5 | Thrive With George | 9.4 | 21 |
What it shows
The YouTube channels whose videos appear most for walk-in baths questions, in YouTube search and when Google or AI answers show a video. homeability leads with 13.8.
How to use it on YouTube
These channels own the video answers for walk-in baths. Brief a video for each high-volume question they cover, or work with them, since Google and AI Overviews often pull a video into the answer.
Most visible YouTube videos about walk-in baths
| Title | Visibility | Channels | Qs | |
|---|---|---|---|---|
| 1 | Buying a Walk-in Tub – Your Biggest Mistake?homeability | 11.0 | 27 | |
| 2 | Walk-In Tub Review: The Disadvantages of a Walk-In TubMosby Building Arts | 10.3 | 23 | |
| 3 | Walk-In Tubs: WATCH before you buy!Double C Home Inspections | 9.4 | 19 | |
| 4 | How Much Water Does a Walk-In Tub Use? | Safe Step Tub Sizes ExplainedSafe Step Walk-In Tubs & Showers | 8.7 | 14 | |
| 5 | 6 Things to Consider before Installing a Walk-In TubHandyPro | 7.8 | 19 |
What it shows
The individual videos that appear most across the 57 questions. The top video, Buying a Walk-in Tub – Your Biggest Mistake?, scores 11.0.
How to use it
Watch the top videos and note the questions they answer in their titles and chapters. A video that answers one question clearly, with that question in its title, is the format that keeps getting picked.
Subreddits discussing walk-in baths
| Name | Visibility | Channels | Qs | |
|---|---|---|---|---|
| 1 | r/HomeImprovement6 threads cited | 1.9 | 7 | |
| 2 | r/HousingUK3 threads cited | 1.6 | 4 | |
| 3 | r/DIYUK7 threads cited | 1.5 | 8 | |
| 4 | r/AskReddit2 threads cited | 0.7 | 2 | |
| 5 | r/homeowners2 threads cited | 0.6 | 2 |
What it shows
The subreddits whose threads Google and AI assistants cite for walk-in baths questions. r/HomeImprovement leads, with 6 threads cited in Google organic, AI Overview, AI Mode, Gemini and Perplexity.
How to use it
Read the cited threads to see the worries and objections that keep coming up, so you can answer them on your own pages. Where it fits the community rules, a helpful answer from a named expert can itself become a cited source.
Which sources ChatGPT, Gemini, Perplexity and Google AI Overviews cite for walk-in baths
Each AI search engine picks its own sources. For walk-in baths, ChatGPT leans most on primecarers.co.uk, Perplexity on consumeraffairs.com and Google AI Overviews on facebook.com. The lists show the top 3 websites in each engine, scored by the weighted share of questions where they appear.
Google organic
- facebook.com57.1
- mobility-plus.co.uk24.2
- bathingmobility.co.uk20.6
AI Overview
- facebook.com24.5
- consumeraffairs.com22.4
- checkatrade.com21.4
AI Mode
- checkatrade.com24.5
- thewalkinbathco.co.uk17.8
- consumeraffairs.com16.3
ChatGPT
- primecarers.co.uk42.1
- lookinto.co.uk29.7
- consumeraffairs.com22.5
Gemini
- consumeraffairs.com17.8
- checkatrade.com16.3
- moreability.co.uk14.3
Perplexity
- consumeraffairs.com55.8
- modernize.com39.5
- primecarers.co.uk36.8
How walk-in baths brands can improve their AI search visibility
Five steps, in the order that usually moves the score fastest. Each one is based on what this data shows Google and AI assistants reward for walk-in baths.
- Get mentioned on the sources AI already cites. For walk-in baths that means consumeraffairs.com, primecarers.co.uk and checkatrade.com. Expert comment, data and digital PR that earn a mention on these sites carry straight into ChatGPT and AI Overview answers.
- Answer each question in plain words on your own pages. Put a one-sentence answer at the top, then the detail, with dates and sources for any figures.
- Publish one clear video per high-demand question. homeability and Mosby Building Arts own the walk-in baths video answers today. Put the question in the title and use chapters.
- Take part where people discuss walk-in baths. r/HomeImprovement threads are cited in Google organic, AI Overview, AI Mode, Gemini and Perplexity. Helpful answers from a named expert can become cited sources themselves.
- Check why your pages are or are not cited. Run a Citation Gap check on your main walk-in baths pages to see what the cited pages have that yours lack.
Walk-in baths AI visibility FAQs
What is AI visibility for walk-in baths brands?
AI visibility (also called LLM visibility or AI brand visibility) is how often a brand or website is named or cited when people ask ChatGPT, Google AI Overviews, AI Mode, Gemini and Perplexity about walk-in baths. On this page it is measured over 57 real walk-in baths questions and scored from 0 to 100.
Which websites are most visible for walk-in baths in Google and AI search?
Across all 57 questions we tracked, the most visible websites for walk-in baths are consumeraffairs.com (19.9), primecarers.co.uk (14.0) and checkatrade.com (12.4), out of 566 domains in total. Scores are out of 100.
Which walk-in baths bathing specialists and retailers does ChatGPT recommend?
Among bathing specialists and retailers, ChatGPT cites JT Spas (14.1), Able Bathing (14.1) and EA Mobility (7.6) most often. Guidance and publisher sites still lead overall, led by primecarers.co.uk (42.1).
Which websites does ChatGPT cite most for walk-in baths questions?
ChatGPT cites primecarers.co.uk (42.1), lookinto.co.uk (29.7) and consumeraffairs.com (22.5) most often for walk-in baths questions, scored by the weighted share of questions where each one appears.
Which websites do Google AI Overviews and AI Mode cite for walk-in baths?
Google AI Overviews lean on facebook.com (24.5), consumeraffairs.com (22.4) and checkatrade.com (21.4). AI Mode leans on checkatrade.com (24.5), thewalkinbathco.co.uk (17.8) and consumeraffairs.com (16.3).
Which sources do Perplexity and Gemini use for walk-in baths questions?
Perplexity cites consumeraffairs.com (55.8), modernize.com (39.5) and primecarers.co.uk (36.8) most. Gemini cites consumeraffairs.com (17.8), checkatrade.com (16.3) and moreability.co.uk (14.3) most.
What are the most visible YouTube channels for walk-in baths advice?
The YouTube channels with the most visibility for walk-in baths questions are homeability (13.8), Mosby Building Arts (12.5) and Safe Step Walk-In Tubs & Showers (10.3), out of 425 channels we found.
Which subreddits discuss walk-in baths?
The most visible subreddits are r/HomeImprovement (1.9), r/HousingUK (1.6) and r/DIYUK (1.5). Their threads are cited in Google and AI answers, out of 18 subreddits in total.
How is the walk-in baths AI visibility score calculated?
Each real question is weighted by how prominently Google surfaces it in its People Also Ask results, so questions Google shows early and often count for more. An entry's score is the weighted share of questions where it appears, averaged across Google organic, AI Overviews, AI Mode, ChatGPT, Gemini, Perplexity and YouTube, on a scale of 0 to 100. It compares who wins walk-in baths answers and is not a traffic figure.
How we measure walk-in baths AI visibility
Visibility score
Each question is weighted by how prominently Google surfaces it in its People Also Ask results. The score is the weighted share of questions where an entry appears, averaged across all 7 channels, on a scale of 0 to 100. It is a relative measure for comparing who wins walk-in baths answers, not a traffic figure.
Channels and dates
The coloured dots show where an entry appeared: Google organic results, Google AI Overviews and AI Mode, ChatGPT, Gemini, Perplexity and YouTube search. All 57 questions were asked in each channel in November 2026, from the UK. AI answers were fetched once per question, so treat small differences as noise.
Questions and totals
The Qs column shows how many of the 57 questions an entry appears for, in any of the 7 channels. Read it next to the visibility score. A high count with a low score means an entry shows up for many questions but wins little of the search demand behind them. Every table shows the top entries alongside the full count for the whole walk-in baths industry.
AI visibility in other industries
About me
I’ve spent 26 years in search and digital marketing, leading SEO, working with technology teams and delivering at enterprise scale. Today I use that experience to build AI automation that multiplies what teams can achieve, while keeping human control and accountability.
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