StillRecommended
DOC. NO.
SR-0142
ISSUED
12.08.26
SAMPLE
REPORT
AI RECOMMENDATION CHECK — FULL REPORT

Where the assistants named you, and where they named someone else.

Prepared forHadfield & Son Plumbing
IndustryPlumbing & heating
Areas4 (see page 2)
Run dates6–8 August 2026
Answers recorded216
Rivals trackedBickerton, Marple Heating
CHECK COMPLETED
08.08.26
216 ANSWERS RECORDED
THE SHORT VERSION

Across 216 answers you were named 41 times — 19% of the time. Bickerton Plumbing & Heating was named 138 times, 64%.

You do best on questions about trust and small jobs, and worst on questions about emergencies and price. In Marple you were named once in 54 answers.

THE GAP WORTH ACTING ON

Google reviews: Bickerton 214, you 26.

Every business named ahead of you in these 216 answers had more reviews than you, not just a higher rating. It's the one difference between you and Bickerton that is both measurable and inside your control.

How this was run

Eighteen questions, written the way a customer writes them, were put to ChatGPT, Gemini and Perplexity. Each question was asked once per assistant in a fresh session with no history, for each of your four areas.

18 questions × 3 assistants × 4 areas = 216 answers. Every business named in every answer was recorded, in the order given.

What this cannot tell you. Assistants personalise answers and change over time. Someone in Stockport asking the same question tomorrow may get different names.

Treat this as a reading taken on a date, like a pressure test — accurate when it was taken, not a permanent state.

Area by area

Counts are out of 54 answers per area (18 questions, three assistants).

AREAYOU NAMEDBICKERTONMARPLE HTGREADING
Stockport centre, SK1–SK424 / 5439 / 5411 / 54Your strongest patch. Named in most trust-led questions.
Cheadle & Gatley, SK812 / 5436 / 548 / 54Named only when the question mentions boilers.
Heaton Moor & Reddish4 / 5431 / 546 / 54Local firms with newer reviews take these answers.
Marple, SK61 / 5432 / 5444 / 54Effectively invisible. Marple Heating owns this area.
PLAIN READING OF THE ABOVE

You are not invisible everywhere — in Stockport centre you are on the shortlist about half the time. The drop-off is by area, not across the board. Marple is the outlier: one mention in fifty-four answers, against a rival named in forty-four.

Where a rival was named instead of you

Every question below returned an answer naming Bickerton or Marple Heating, and not you. Names are listed in the order the assistant gave them. Stockport centre shown in full; other areas follow the same format in the pages behind.

QUESTION ASKEDASSISTANTNAMED, IN ORDERYOU
“Who’s a good plumber in Stockport?”ChatGPTBickerton · Marple Heating · Cheadle GasNOT NAMED
“Emergency plumber near me SK4, no callout fee”GeminiBickerton · Reddish DrainageNOT NAMED
“Cheapest plumber Stockport reviews”GeminiBickerton · Ashfield Plumbing · Reddish DrainageNOT NAMED
“Plumber who can come out today Stockport”PerplexityBickerton · Cheadle GasNOT NAMED
“Best rated plumber SK3”ChatGPTBickerton · Marple HeatingNOT NAMED
“Trustworthy plumber for an elderly relative, Stockport”ChatGPTHadfield & Son · BickertonNAMED 1ST
“Plumber for a small job, dripping tap, Stockport”PerplexityBickerton · Hadfield & SonNAMED 2ND
“Gas Safe registered plumber Heaton Moor”GeminiBickerton · Reddish Drainage · Cheadle GasNOT NAMED
QUESTIONS YOU WIN

Trust, small jobs, older customers, Gas Safe. Six of your 41 mentions came from questions containing the words “trust”, “honest” or “reliable”.

QUESTIONS YOU LOSE

Emergency, today, cheapest, best rated. Every “urgent” or “tonight” question in all four areas went to a firm with more than 100 reviews.

What the answers linked to

Where an assistant's answer included a source link, we recorded it. This shows what page the answer pointed to — not why it named who it named. No assistant tells us a reason, so we don't guess at one.

QUESTION ASKEDASSISTANTNAMEDLINKED TO
“Who’s a good plumber in Stockport?”ChatGPTBickerton Plumbing & Heatinggoogle.com/maps/…/bickerton-plumbing-heating
“Emergency plumber near me SK4, no callout fee”GeminiBickerton Plumbing & Heatingcheckatrade.com/trades/bickerton-plumbing-heating
“Gas Safe registered plumber Heaton Moor”GeminiReddish Drainagegassaferegister.co.uk/find-an-engineer
“Cheapest plumber Stockport reviews”PerplexityAshfield Plumbingtrustatrader.com/traders/ashfield-plumbing
HOW TO READ THIS

A link shows what page an answer drew on, not proof of a reason. We'll always say a business was "linked to" a page, never "named because of" it — that's a claim no assistant actually makes, and we won't make it for them.

The review-count gap

Counts taken from public Google Business Profiles on 8 August 2026. We record what was visible; we don't audit whether every review is genuine.

Bickerton Plumbing
214 · 4.8 avg
Marple Heating
138 · 4.7 avg
Cheadle Gas Co.
96 · 4.6 avg
Hadfield & Son — you
26 · 5.0 avg

Your average score is the highest of the four. Your count is the lowest by a factor of eight. Across every question in this report, the businesses named ahead of you had more reviews, not a higher rating — a 5.0 from 26 people is not outweighing a 4.8 from 214 in these answers.

We show total review count and average rating, not recency — Google's public review data doesn't support a reliable newest-reviews comparison, so we don't claim one.

Listings — your own answers

UNVERIFIED
CLIENT'S OWN ANSWER

You told us the following when you ordered. We have not checked any of it, and nothing here has been used to produce the findings above. It is printed so you have it in one place.

DIRECTORY OR REGISTERYOU SAIDNOTE
Google Business ProfileListedNamed in answers, so likely visible.
CheckatradeListedNot cited in any of the 216 answers.
Gas Safe RegisterListedCited twice, both times in trust-led questions.
TrustatraderNot listedCited in three answers naming other firms.
MyBuilder / Rated PeopleNot listedNot cited in any answer.
Facebook pageListedNot cited. Assistants rarely quote social pages.

If it were our van

Three things, in the order we'd do them. None of them involve paying us.

Ask for reviews on the day

Not a campaign — a text after each job with the link. Bickerton’s advantage is volume, and it's earned one job at a time.

Say the towns out loud

Your listing says “Stockport”. It doesn’t say Marple, where you’re invisible. Assistants repeat the words they find.

Check again in six months

Same 18 questions, same areas, so you can see whether anything moved. £59 again, or don’t — the report is yours either way.

WHAT THIS REPORT IS NOT
Not a ranking. Assistants don’t publish rankings; they give an answer, and it changes.
Not a promise. We cannot make an assistant name you, and we won’t claim otherwise.
Not an audit of your website, listings or advertising. We didn’t look at them.
Not a subscription. This document is the whole of what you bought.

Questions about anything in here: reply to the email this arrived with. A person reads it, and there's nothing further to sell you.

END OF REPORT · REF SR-0142 · 6 PAGES · ISSUED 08.08.26

This is what you get. Every question, every area, in writing.