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Research 6 trades1,260 answers

AI search names 11% of Norfolk tradespeople. The other 1,662 do not exist to it.

1,867 plumbers, electricians, builders, roofers, landscapers and kitchen fitters with a Google listing in Norfolk. 205 ever named. I asked three AI engines who to hire, 720 times, then asked again by town, 540 more.

To see which Norfolk tradespeople AI search recommends, on 2 October 2026 I asked ChatGPT, Gemini and Google AI Mode for the best plumbers, electricians, builders, roofers, landscapers and kitchen fitters in Norfolk: four ways a homeowner phrases it, ten times each, per engine, then again for Norwich, King's Lynn and Great Yarmouth. I matched every firm named against every trade firm Google Maps lists in the county. Of 1,867 firms, 205 were recommended at least once by the county prompts; 1,662, or 89%, were never named.

Trade firms on Google Maps 1,867 6 trades, Norfolk
Ever named 205 11% by at least one engine, 720 answers
ChatGPT answers citing a directory 91% Checkatrade alone, 83%
Named by all three engines 62 the firms the engines agree on
Finding 1 · Where the engines go

ChatGPT sends nine answers in ten to a directory. Gemini, one in eight.

Every engine cites what it read, and for a Norfolk tradesperson that is mostly one site: ChatGPT cited checkatrade.com 77 times in 40 plumber answers, Google AI Mode 234 times. Gemini cites a plumber’s own website, 192.com or threebestrated instead.

91% of ChatGPT’s 240 Norfolk answers cited one of six trade directories. Checkatrade alone: 83%.
Share of answers citing Checkatrade, MyBuilder, Rated People, TrustATrader, Yell or Bark. 240 answers per engine: 6 trades × 4 phrasings × 10 runs.
Share of answers citing a trade directory, by engine
EngineAny of the sixCheckatrade
ChatGPT91%83%
Gemini13%10%
Google AI Mode71%70%
Figure 1 · Gareth Wray, trades study, 2 Oct 2026Google Maps links excluded

What it means: if you are not on Checkatrade, you are not on the page two of the three engines read first.

Plumbers, roofers and kitchen fitters: every ChatGPT answer goes through a directory. Gemini answers landscapers and roofers without one.

Share of each trade’s answers citing one of the six directories, by engine. 40 answers per cell.
Share of answers citing a trade directory, by trade and engine
TradeChatGPTGoogle AI ModeGemini
Plumbers100%93%13%
Electricians73%100%25%
Builders83%60%8%
Roofers100%88%0%
Landscapers93%38%0%
Kitchen fitters100%48%30%
Figure 2 · Gareth Wray, trades study, 2 Oct 2026
Finding 2 · Which trades get named

Three Norfolk kitchen fitters in ten are named. One plumber in fourteen.

The share of firms ever named runs from 29% of kitchen fitters to 7% of plumbers. The engines name roughly thirty to forty firms per trade whatever the size of the trade, so the biggest trades have the longest tail of firms nobody is told about.

29% of Norfolk’s 98 kitchen fitters were named at least once. Of its 442 plumbers, 7%.
Share of each trade’s firms named at least once by any engine, 120 county answers per trade. Each trade links to its own figures below.
29% · 28 of 98
15% · 30 of 200
11% · 34 of 298
11% · 40 of 369
9% · 41 of 460
7% · 32 of 442
Share of firms named, by trade
TradeFirmsNamedShare
Kitchen fitters982829%
Roofers2003015%
Landscapers2983411%
Electricians3694011%
Builders460419%
Plumbers442327%
Figure 3 · Gareth Wray, trades study, 2 Oct 2026
Finding 3 · What predicts being named

Under ten reviews, one Norfolk trade firm in twenty-five is named. Past 150, five in six.

I split the 1,867 firms by Google review count, and the naming rate rises with every band. Rating barely moves it: named firms average 4.9 stars, unnamed 4.6.

83% of the 18 Norfolk trade firms with 150 or more Google reviews were named. Of the 583 with none, 2%.
Share of firms named at least once by any engine in its 120 county answers, by the number of Google reviews on the firm’s listing. All 1,867 firms, six trades.
2% 0 583 firms 5% 1–9 801 25% 10–49 381 46% 50–149 84 83% 150+ 18 2% 0 583 5% 1–9 801 25% 10–49 381 46% 50–149 84 83% 150+ 18
Naming rate by Google review band
ReviewsFirmsNamedShare named
0583132%
1–9801415%
10–493819725%
50–149843946%
150+181583%
Figure 4 · Gareth Wray, trades study, 2 Oct 2026Median reviews: named 21 · not named 2

Website or not: 17% of the 1,139 firms with their own site were named, 2% of the 728 with none or only a Facebook or directory page. A site does not get you named on its own (the chart above says so); it is what the engine reads to check you, and where the customer lands. If you have none, start there.

Finding 4 · Ask by town

Ask by town and 33 of the 47 plumbers named are firms the county question never mentions.

The county question is not how a homeowner asks, so I asked for each trade in Norwich, King’s Lynn and Great Yarmouth, five times per engine. The town answers name more firms, mostly local ones, and a different set.

140 firms named by the town questions that the Norfolk question never mentioned, across six trades and three towns.
Firms named by the town questions (Norwich, King's Lynn and Great Yarmouth, 90 answers per trade), split by whether the county question (120 answers) ever named them. The tick is how many firms the county question named.
Firms named by town prompts against county prompts, by trade
TradeCounty promptsTown promptsOnly town promptsIn or near the town
Plumbers32473392%
Electricians40543190%
Builders41412495%
Roofers30361885%
Landscapers34472494%
Kitchen fitters28241089%
Figure 5 · Gareth Wray, trades study, 2 Oct 2026, town prompts

In or near: 91% of the firms named for a town are listed in it or within 15 km of its centre. The town answer is a local answer.

Finding 5 · Say the problem, not the trade

Say the problem instead of the trade and builders go from one answer in three citing a directory to three in four.

“Builders in Norwich” and “builder for a house extension in Norwich” are the same job to a homeowner. To the engines they are different questions, answered from different sources.

33% → 76% of builders answers cited a directory: the plain town question, then the problem-led one. 45 answers each.
Share of town answers citing one of the six directories. Hollow dot: the plain question (“plumber in Norwich”). Filled dot: the problem-led one (“emergency plumber Norwich boiler not working”). 45 answers each.
0%255075100% Builders overlap 0.46 33% 76% Kitchen fitters overlap 0.63 47% 64% Electricians overlap 0.57 49% 62% Roofers overlap 0.61 62% 58% Landscapers overlap 0.53 53% 38% Plumbers overlap 0.23 62% 44% 0%50100% Builders overlap 0.46 33% 76% Kitchen fitters overlap 0.63 47% 64% Electricians overlap 0.57 49% 62% Roofers overlap 0.61 62% 58% Landscapers overlap 0.53 53% 38% Plumbers overlap 0.23 62% 44%
Share of answers citing a directory, plain against problem-led phrasing
TradePlainProblem-ledOverlap of firms named
Plumbers62%44%0.23
Electricians49%62%0.57
Builders33%76%0.46
Roofers62%58%0.61
Landscapers53%38%0.53
Kitchen fitters47%64%0.63
Figure 6 · Gareth Wray, trades study, 2 Oct 2026, town prompts○ plain · ● problem-led

The firms change too: For plumbers, only 23% of the firms named either way were named both ways (the overlap on each row). Put the problem in the question and you meet a different shortlist.

What the named firms have in common

Three things separate the firms that come up. Size is not one of them.

I went through the top and bottom of every table by hand.

  • Review volume, not rating. Named Norfolk trade firms have a median of 21 Google reviews; the rest, 2. For builders the bar is lower (10 against 1), but it is still the line between named and not.
  • A listing on the directory that engine reads. For ChatGPT and Google AI Mode that is Checkatrade, cited in 83% and 70% of their Norfolk answers. For Gemini it is the firm’s own site, Houzz or a “top rated” list.
  • A site the engine can check. 17% of Norfolk trade firms with their own website were named; 2% of those without one. A site that says the trade and the town in its first lines gives the engine something to match the question to.

Those three things are the job. Reviews, the right listing, and a site with the town in its first sentence are what SEO and GEO work goes on, and none of them needs a bigger firm.

The six trades

Norfolk tradespeople, trade by trade, and who gets named.

Each block is 120 answers: four phrasings, ten repeats, three engines. “Firms named” counts a firm once however many times it came up. The bars are the share of answers in which the firm was named; the dot marks the firms all three engines agree on.

Norfolk trades · 120 answers

Plumbers: 32 of 442 ever named.

ChatGPT cited a trade directory in 40 of its 40 answers. Named plumbers have a median of 64 Google reviews; the rest, 4.

Firms on Google Maps 442 461 listings · 291 with a website
Ever named 32 7% by at least one engine, 120 answers
Never named 410 93% of the plumbers listed
Named by all three 11 the firms the engines agree on
Plumbers: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 25 (6%) 40 of 40 checkatrade.commybuilder.comtrustatrader.com
Gemini 18 (4%) 5 of 40 martynreadplumbing.co.ukcheckatrade.com192.com
Google AI Mode 17 (4%) 37 of 40 checkatrade.comtrustatrader.comuk.trustpilot.com
Who gets named: the 10 plumbers named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 Royal Flush Plumbing 147
2 Norwich Plumber 198
3 Flower's Plumbing & Heating 76
4 HGS Plumbing and Heating 357
5 Darren Hunton Plumbing and Heating 367
6 ADM Plumbing, Heating & Electrical 384
7 Loader Plumbing Heating and Gas 272
8 24/7 Emergency Plumbers Norwich 156
9 TSM Plumbing Heating & Drainage 77
10 A.T Norfolk Plumbing & Heating 34

Named by all three engines. The bars are the share of each engine’s answers that named the firm.

Norfolk trades · 120 answers

Electricians: 40 of 369 ever named.

ChatGPT cited a trade directory in 29 of its 40 answers. Named electricians have a median of 22 Google reviews; the rest, 2.

Firms on Google Maps 369 388 listings · 241 with a website
Ever named 40 11% by at least one engine, 120 answers
Never named 329 89% of the electricians listed
Named by all three 8 the firms the engines agree on
Electricians: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 24 (7%) 29 of 40 checkatrade.comelectricalsafetyfirst.org.ukniceic.com
Gemini 26 (7%) 10 of 40 electriciansup.co.uktopratedelectricians.co.ukmybuilder.com
Google AI Mode 20 (5%) 40 of 40 checkatrade.comtrustatrader.comyell.com
Who gets named: the 10 electricians named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 JLM Electricians 222
2 Rdc Electrical 235
3 Electric11 288
4 Norwich Electricians 179
5 Charge Electrical 129
6 Yare Electrical Services 30
7 GIH Electrical Services Ltd 80
8 Anglia Safety Electrical & Testing Ltd 10
9 Excel Electrical Services Ltd 17
10 Norfolk County Electricians 41

Named by all three engines. The bars are the share of each engine’s answers that named the firm.

Norfolk trades · 120 answers

Builders: 41 of 460 ever named.

ChatGPT cited a trade directory in 33 of its 40 answers. Named builders have a median of 10 Google reviews; the rest, 1.

Firms on Google Maps 460 480 listings · 286 with a website
Ever named 41 9% by at least one engine, 120 answers
Never named 419 91% of the builders listed
Named by all three 10 the firms the engines agree on
Builders: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 18 (4%) 33 of 40 checkatrade.comfmb.org.ukmybuilder.com
Gemini 20 (4%) 3 of 40 houzz.co.ukthenorfolkbuilders.co.ukthreebestrated.co.uk
Google AI Mode 33 (7%) 24 of 40 checkatrade.comfmb.org.ukrgcarter-construction.co.uk
Who gets named: the 10 builders named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 The Norfolk Builders Limited 19
2 Mann building services ltd 26
3 King & Company 30
4 Golden Triangle Builders 19
5 JNR Building Ltd 32
6 Grocott & Murfit 31
7 A&JConstruction All Groundworks and Building Services 18
8 Arnold Builders 11
9 Rutland Builders Limited 14
10 Stellar Construction Ltd 14

Named by all three engines. The bars are the share of each engine’s answers that named the firm.

Norfolk trades · 120 answers

Roofers: 30 of 200 ever named.

ChatGPT cited a trade directory in 40 of its 40 answers. Named roofers have a median of 30 Google reviews; the rest, 2.

Firms on Google Maps 200 214 listings · 155 with a website
Ever named 30 15% by at least one engine, 120 answers
Never named 170 85% of the roofers listed
Named by all three 12 the firms the engines agree on
Roofers: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 22 (11%) 40 of 40 checkatrade.comyell.commybuilder.com
Gemini 16 (8%) 0 of 40 threebestrated.co.ukroofersup.co.ukhouzz.co.uk
Google AI Mode 21 (11%) 35 of 40 checkatrade.comtrustatrader.comyell.com
Who gets named: the 10 roofers named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 Point Roofing 101
2 🥇LJ Brickley Roofing⭐️⭐️⭐️⭐️⭐️ 157
3 Boss Roofing Contractors Ltd 72
4 DLK ROOFING NORWICH LTD 101
5 MBC Roofing 85
6 Noble Roofing Ltd 23
7 DH Roofing Contractors 82
8 Prestige Roof LTD 54
9 JDH Roofing Limited 49
10 J. A Roofing Services 64

Named by all three engines. The bars are the share of each engine’s answers that named the firm.

Norfolk trades · 120 answers

Landscapers: 34 of 298 ever named.

ChatGPT cited a trade directory in 37 of its 40 answers. Named landscapers have a median of 19 Google reviews; the rest, 1.

Firms on Google Maps 298 312 listings · 201 with a website
Ever named 34 11% by at least one engine, 120 answers
Never named 264 89% of the landscapers listed
Named by all three 12 the firms the engines agree on
Landscapers: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 25 (8%) 37 of 40 checkatrade.comyell.comgoodcompanies.co.uk
Gemini 19 (6%) 0 of 40 topratedlandscapers.co.ukhouzz.co.ukbroadlandlandscaping.co.uk
Google AI Mode 26 (9%) 15 of 40 checkatrade.comgardensofstyle.co.uktopratedlandscapers.co.uk
Who gets named: the 10 landscapers named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 Simons Landscaping LTD 99
2 Wright Landscaping 120
3 Taverham Landscape Services 47
4 Norwich Paving & Landscaping Ltd 41
5 Norfolk Garden Services Ltd 23
6 Bester Landscaping 32
7 Ben Willis Landscaping 18
8 Ecospaces Norfolk & Norwich Landscapers 18
9 Acorn To Oak Landscaping Ltd 15
10 Adrian Griffiths Garden Design & Landscaping 27

Named by all three engines. The bars are the share of each engine’s answers that named the firm.

Norfolk trades · 120 answers

Kitchen fitters: 28 of 98 ever named.

ChatGPT cited a trade directory in 40 of its 40 answers. Named kitchen fitters have a median of 28 Google reviews; the rest, 2.

Firms on Google Maps 98 102 listings · 78 with a website
Ever named 28 29% by at least one engine, 120 answers
Never named 70 71% of the kitchen fitters listed
Named by all three 9 the firms the engines agree on
Kitchen fitters: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 21 (21%) 40 of 40 checkatrade.comyell.commybuilder.com
Gemini 16 (16%) 12 of 40 checkatrade.comsteveelliskitchens.co.ukmybuilder.com
Google AI Mode 14 (14%) 19 of 40 checkatrade.commybuilder.comyell.com
Who gets named: the 10 kitchen fitters named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 Norfolk Custom Kitchens 28
2 Anglia Kitchens and Bedrooms Ltd 40
3 Norfolk Kitchen Installations 17
4 NBK HQ 313
5 Diamond Kitchens Norfolk 93
6 Simons Kitchens & Home Improvements 29
7 Atlantic Bathrooms & Kitchens Ltd 70
8 Grays Fitted Furniture Ltd 56
9 Naked Kitchens 67
10 Kitchens Etc 25

Named by all three engines. The bars are the share of each engine’s answers that named the firm.

Method

How I counted, and what it cannot tell you.

  • The denominatorEvery Google Maps listing in each trade’s categories within Norfolk, pulled through DataForSEO’s Business Listings data and filtered to the county’s postcodes. A listing counts on its primary Google label: drainage firms only if Google also lists them as a plumber, “Construction Company” only when the name says builder, kitchen shops only when the name says kitchen. Merchants, DIY chains and volume housebuilders are dropped by name; closed listings are removed and firms with more than one listing are grouped.
  • The county prompts“Best X in Norfolk”, “recommend an X in Norfolk”, “X near Norwich” and “who are the top X in Norfolk”, each run 10 times per engine, logged out, UK location: 720 answers.
  • The town promptsFor Norwich, King's Lynn and Great Yarmouth: a plain question (“plumber in Norwich”) and a problem-led one (“emergency plumber Norwich boiler not working”), each run 5 times per engine: 540 answers. “In or near” means a listing in that postal town or within 15 km of its centre.
  • The enginesChatGPT, Gemini and Google AI Mode, collected through DataForSEO’s scrapers on 2 October 2026. ChatGPT with web search on.
  • A mentionThe firm’s name, or its website, in the answer. Trade names are generic, so place words and trade words never match on their own; matching was automatic, then checked by hand at the top and bottom of every table. Being cited as a source is counted separately. The directory measure is the share of answers whose cited sources or links include Checkatrade, MyBuilder, Rated People, TrustATrader, Yell or Bark.
  • What it cannot tell youIt is one day’s snapshot and the engines move. Trade firms with no Google listing at all, and sole traders listed only on Checkatrade, are not in the count. That is also the point. The list of firms that were not named is deliberately not published.

The per-firm data is available to journalists and trade bodies on request: [email protected]. If you cite the study, link to this page. I will re-run it quarterly and keep the URL.

The same trades study for Suffolk, Essex and Cambridgeshire, and East Anglia as a whole. The same study for solicitors, accountants, estate agents, recruiters, architects and IT firms in Norfolk.

Questions

Norfolk tradespeople in AI search: common questions.

How many Norfolk tradespeople does AI search recommend?

205 of 1,867 trade firms with a Google listing (11%) were named at least once across 720 county answers from ChatGPT, Gemini and Google AI Mode. The other 1,662 never came up.

Which directory does ChatGPT use for Norfolk trades?

Mostly Checkatrade. 83% of ChatGPT's Norfolk answers cited checkatrade.com, and 91% cited at least one of the six trade directories I tracked.

Do Google reviews help a Norfolk tradesperson get named by AI?

Yes, and the number matters more than the rating. Named firms have a median of 21 Google reviews against 2 for the rest, while their average ratings are close: 4.9 stars against 4.6.

How can a Norfolk tradesperson get recommended by ChatGPT?

From this data: build up your Google review count, get listed on Checkatrade (MyBuilder or Houzz for Gemini), and have a website that says your trade and your town in its first lines. 17% of firms with their own site were named, against 2% without one.

Keep reading
Free · 15 minutes · No pitch

Want your firm in the answer.

You cannot pay to be named; the engines decide that. What you can do is have the reviews, the listings and the site they read. In 15 minutes I'll show you where you stand.

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