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Research 6 trades4 counties5,760 answers

Ask ChatGPT for a tradesperson in East Anglia and nine answers in ten point you to Checkatrade or another directory.

9,759 plumbers, electricians, builders, roofers, landscapers and kitchen fitters with a Google listing across Suffolk, Norfolk, Essex and Cambridgeshire. I asked three AI engines who to hire, 2,880 times. 861 firms were ever named. Checkatrade was cited more often than any of them.

On 2 October 2026 I asked ChatGPT, Gemini and Google AI Mode for the best plumbers, electricians, builders, roofers, landscapers and kitchen fitters in each of the four counties: four ways a homeowner phrases it, ten times each, per engine. Then I matched every firm named against every trade firm Google Maps lists in that county. Of 9,759 firms, 861 were recommended at least once; 8,898, or 91%, were never named.

Trade firms on Google Maps 9,759 four counties, six trades
Ever named 861 9% by at least one engine, 2,880 answers
ChatGPT answers citing a directory 90% Checkatrade alone, 85%
Named by all three engines 197 the firms the engines agree on
Finding 1 · Where the engines go

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

Every engine cites what it read. For a tradesperson, ChatGPT and Google AI Mode read Checkatrade first and the firms second; Gemini reads the firms’ own sites.

90% of ChatGPT’s 960 county answers cited one of six trade directories. Checkatrade alone: 85%.
Share of answers citing Checkatrade, MyBuilder, Rated People, TrustATrader, Yell or Bark. 960 answers per engine: 6 trades × 4 phrasings × 10 runs × 4 counties.
Share of answers citing a trade directory, by engine, four counties
EngineAny of the sixCheckatrade
ChatGPT90%85%
Gemini23%17%
Google AI Mode75%74%
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.

Finding 2 · Ask for “East Anglia”

Essex has nearly half the firms and under a tenth of the mentions.

Then I asked for the region instead of a county: 720 more answers, measured against the four county lists merged, 9,598 firms. 498 were named, one in nineteen, and Norfolk firms took 45% of the mentions.

9% of regional mentions went to Essex firms. Essex is 46% of the list.
Hollow dot: the county’s share of the 9,598 listed firms. Filled dot: its share of the 3,551 mentions. Regional run, 720 answers.
0%1020304050% Essex 46% of firms 9% Norfolk 19% 45% Cambridgeshire 17% 15% Suffolk 16% 30% 0%2550% Essex 46% 9% Norfolk 19% 45% Cambridgeshire 17% 15% Suffolk 16% 30%
Share of firms and share of mentions by county, regional run
CountyShare of firmsShare of mentionsFirms named
Suffolk16%30%149 of 1,564
Norfolk19%45%164 of 1,799
Essex46%9%95 of 4,446
Cambridgeshire17%15%79 of 1,650
More than one county1%1%11 of 139
Figure 2 · Gareth Wray, trades study, 2 Oct 2026, regional run○ share of firms · ● share of mentions

Firms listed in more than one county are 1% of the list and 1% of the mentions, and are left off the chart. If you are an Essex roofer, the regional question is not one you will be found by.

Finding 3 · What predicts being named

Under ten reviews, one firm in thirty is named. Past 150, six in ten.

I split all 9,759 firms by Google review count, and the naming rate rises with every band. Rating barely moves it: named firms average 4.85 stars, unnamed 4.59.

59% of the 102 firms with 150 or more reviews were named. Of the 3,286 with none, 1%.
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 9,759 firms, four counties.
1% 0 3,286 firms 4% 1–9 4,183 22% 10–49 1,772 42% 50–149 416 59% 150+ 102 1% 0 3,286 4% 1–9 4,183 22% 10–49 1,772 42% 50–149 416 59% 150+ 102
Naming rate by Google review band, four counties
ReviewsFirmsNamedShare named
03,286441%
1–94,1831884%
10–491,77239322%
50–14941617642%
150+1026059%
Figure 3 · Gareth Wray, trades study, 2 Oct 2026Median reviews: named 22 · not named 1

Website or not: 14% of firms with their own site were named, 2% of firms with none. Past fifty reviews it is 45% with a site (495 firms) and 48% without (23 firms, a small group). The reviews get you found; the site is what the engine reads once it has, and where the customer lands. If you have none, start there.

Finding 4 · Which trades get named

Kitchen fitters are the only trade where one firm in four is ever named. For plumbers and builders it is one in fifteen.

The engines name 21 to 52 firms per trade per county, whatever the size of the trade. A trade with thousands of firms gets much the same short list as one with hundreds.

25% of the 501 kitchen fitters across the four counties were named. Plumbers: 7% of 2,289.
Share of each trade’s firms named at least once by any engine when asked for their own county, four counties summed. Each trade links to how it fares asked for East Anglia.
25% · 125 of 501
12% · 121 of 1,032
9% · 170 of 1,966
8% · 128 of 1,557
7% · 157 of 2,289
7% · 160 of 2,414
Share of firms named, by trade, four counties
TradeFirmsNamedShare
Kitchen fitters50112525%
Roofers1,03212112%
Electricians1,9661709%
Landscapers1,5571288%
Plumbers2,2891577%
Builders2,4141607%
Figure 4 · Gareth Wray, trades study, 2 Oct 2026
Finding 5 · The four counties side by side

Essex is last in every trade: one firm in eighteen is ever named.

The same 720 questions in each county. Suffolk, Norfolk and Cambridgeshire sit within two points of each other, 11% to 12% of trade firms ever named; Essex, with nearly as many trade firms as the other three together, 6%. More firms to choose from does not mean more firms chosen; it means the same handful from a bigger pool.

6% of Essex’s 4,544 trade firms were ever named: 261 firms. Suffolk, Norfolk and Cambridgeshire together: 5,215 firms.
Share of each trade’s firms named at least once, county by county. Each dot is one county, asked about itself: 120 answers per trade.
0%10203040% Plumbers ENCS 5% Electricians EN·S·C 6% Builders ECNS 4% Roofers ECNS 9% Landscapers ESC·N 6% Kitchen fitters ENS·C 16% 0%2040% Plumbers ENC·S 5% Electricians EN·S·C 6% Builders EC·NS 4% Roofers ECN·S 9% Landscapers ESC·N 6% Kitchen fitters ENS·C 16%

S Suffolk · N Norfolk · E Essex · C Cambridgeshire

Share of firms named, by trade and county
TradeSuffolkNorfolkEssexCambridgeshire
Plumbers10%7%5%9%
Electricians12%11%6%12%
Builders12%9%4%7%
Roofers17%15%9%11%
Landscapers8%11%6%11%
Kitchen fitters35%29%16%35%
Figure 5 · Gareth Wray, trades study, 2 Oct 2026
Finding 6 · Say the problem, not the trade

Problem-led questions pull Gemini towards the directories and ChatGPT away from them.

I also asked by town, three towns per county, plainly (“plumber in Ipswich”) and with the problem in the question (“emergency plumber Ipswich boiler not working”): 2,160 answers. The town answers named 43 firms per trade against 36 for the county question, 90% of them in or near the town asked about.

10% → 28% of Gemini’s town answers cited a directory: the plain question, then the problem-led one. 360 answers each.
Share of town answers citing one of the six directories, by engine. Hollow dot: the plain question. Filled dot: the problem-led one. 360 answers each, twelve towns.
0%255075100% Gemini 10% 28% Google AI Mode 72% 79% ChatGPT 76% 65% 0%50100% Gemini 10% 28% Google AI Mode 72% 79% ChatGPT 76% 65%
Share of town answers citing a directory, plain against problem-led, by engine
EnginePlainProblem-led
ChatGPT76%65%
Gemini10%28%
Google AI Mode72%79%
Figure 6 · Gareth Wray, trades study, 2 Oct 2026, town prompts○ plain · ● problem-led

And the names change: 55% of the firms the town questions named had never come up for the county question. Ask the way a homeowner asks and you meet a different shortlist.

Finding 7 · What the regional answer reads

ChatGPT and AI Mode read Checkatrade. Gemini reads the firms’ own sites and Houzz.

Asked for East Anglia rather than a county, ChatGPT cited a directory in 63% of answers, against 90% for the county question. Checkatrade still tops two of the three lists.

595 citations of checkatrade.com in Google AI Mode’s 240 regional answers. The next source, niceic.com, 40.
The six most-cited sources per engine, summed over six trades. Citations, not answers: one answer can cite a site several times. Regional run, 240 answers per engine.
ChatGPT
Gemini
Google AI Mode
Most-cited sources by engine, regional run
EngineSourceCitations
ChatGPTcheckatrade.com387
ChatGPTtrustatrader.com84
ChatGPTniceic.com60
ChatGPTyell.com56
ChatGPTtrustedtraders.which.co.uk45
ChatGPTlabc.co.uk42
Geminimet-allroofing.co.uk83
Geminiglenigan.com69
Geminihouzz.co.uk61
Geminiukplumbingcompany.co.uk59
Geminimgbuilderseastanglia.co.uk53
Geminieastanglianbuilders.com51
Google AI Modecheckatrade.com595
Google AI Modeniceic.com40
Google AI Modetrustatrader.com34
Google AI Modefmb.org.uk21
Google AI Modeglenigan.com20
Google AI Modebarbour-abi.com16
Figure 7 · Gareth Wray, trades study, 2 Oct 2026, regional runGoogle’s own links excluded
The six trades, asked for East Anglia

Trade by trade, and who gets named.

Each block is 120 answers to the regional questions: four phrasings, ten repeats, three engines, measured against every firm listed in the four counties. The bars are the share of answers naming the firm; the county chip says where the firm is listed.

Asked for East Anglia · 120 answers

Plumbers: 95 of 2,255 ever named.

ChatGPT cited a trade directory in 32 of its 40 answers. Named plumbers across the four counties have a median of 57 Google reviews when asked for their own county; the rest, 3.

Firms on Google Maps 2,255 2,381 listings · 1,310 with a website
Ever named 95 4% by at least one engine, 120 answers
Never named 2,160 96% of the plumbers listed
Named by all three 10 the firms the engines agree on
Plumbers: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 72 (3%) 32 of 40 checkatrade.comtrustatrader.comtrustedtraders.which.co.uk
Gemini 29 (1%) 5 of 40 ukplumbingcompany.co.ukthecleanplumber.co.ukrussellandsonplumbing.co.uk
Google AI Mode 34 (2%) 32 of 40 checkatrade.comtrustatrader.comtrustmark.org.uk
Who gets named: the 10 plumbers named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 Priority Plumbing & Heating Norfolk 58
2 Helping Hands Plumbing Suffolk 146
3 Norwich Plumber Norfolk 198
4 JTS Plumbing and Gas Ltd Suffolk 44
5 CJ Plumbing & Heating Suffolk 286
6 Royal Flush Plumbing Norfolk 147
7 ADM Plumbing, Heating & Electrical Norfolk 384
8 Plumbox Cambridgeshire 83
9 Head Plumbing Services Ltd Suffolk 30
10 The Clean Plumber Ltd Suffolk 51

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

Asked for East Anglia · 120 answers

Electricians: 98 of 1,943 ever named.

ChatGPT cited a trade directory in 26 of its 40 answers. Named electricians across the four counties have a median of 27 Google reviews when asked for their own county; the rest, 1.

Firms on Google Maps 1,943 2,077 listings · 1,275 with a website
Ever named 98 5% by at least one engine, 120 answers
Never named 1,845 95% of the electricians listed
Named by all three 11 the firms the engines agree on
Electricians: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 70 (4%) 26 of 40 checkatrade.comniceic.comwebbelectrical.co.uk
Gemini 32 (2%) 6 of 40 electriciansup.co.ukeclipseelectrical.co.uktrustedtrader.team
Google AI Mode 34 (2%) 37 of 40 checkatrade.comniceic.comtrustatrader.com
Who gets named: the 10 electricians named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 MTS Electrical (East Anglia) Ltd Norfolk 120
2 MCT Electrical (East Anglia) Ltd Norfolk 16
3 Sj & L Marjoram Ltd Norfolk 0
4 Doyle Electrical Services Ltd Suffolk 164
5 E.A Electrical Cambridgeshire 21
6 Rdc Electrical Norfolk 235
7 Excel Electrical Services Ltd Norfolk 17
8 GIH Electrical Services Ltd Norfolk 80
9 Carter Electrical Ltd Cambridgeshire 8
10 Eclipse Electrical Solutions LTD Suffolk 60

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

Asked for East Anglia · 120 answers

Builders: 74 of 2,361 ever named.

ChatGPT cited a trade directory in 11 of its 40 answers. Named builders across the four counties have a median of 9 Google reviews when asked for their own county; the rest, 1.

Firms on Google Maps 2,361 2,478 listings · 1,361 with a website
Ever named 74 3% by at least one engine, 120 answers
Never named 2,287 97% of the builders listed
Named by all three 1 the firms the engines agree on
Builders: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 46 (2%) 11 of 40 labc.co.ukfmb.org.ukcheckatrade.com
Gemini 17 (1%) 0 of 40 glenigan.commgbuilderseastanglia.co.ukeastanglianbuilders.com
Google AI Mode 31 (1%) 9 of 40 fmb.org.ukglenigan.comcheckatrade.com
Who gets named: the 10 builders named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 MG Builders (East Anglia) Ltd Suffolk 38
2 Burgess Homes Ltd Norfolk 15
3 Emmerson Critchley Ltd Suffolk 0
4 East Anglian Builders Ltd Norfolk 2
5 Aurora Builders Ltd Norfolk 10
6 Bennett Homes Suffolk 13
7 Barry Hills & Sons Ltd Essex 1
8 Abel Homes Ltd Norfolk 49
9 The Norfolk Builders Limited Norfolk 19
10 King & Company Norfolk 30

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

Asked for East Anglia · 120 answers

Roofers: 78 of 1,018 ever named.

ChatGPT cited a trade directory in 33 of its 40 answers. Named roofers across the four counties have a median of 28 Google reviews when asked for their own county; the rest, 2.

Firms on Google Maps 1,018 1,096 listings · 699 with a website
Ever named 78 8% by at least one engine, 120 answers
Never named 940 92% 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 60 (6%) 33 of 40 checkatrade.comtrustatrader.comyell.com
Gemini 26 (3%) 1 of 40 met-allroofing.co.ukawroofingeastanglia.co.ukeastangliaroofingservices.co.uk
Google AI Mode 35 (3%) 30 of 40 checkatrade.comnfrc.co.uktrustatrader.com
Who gets named: the 10 roofers named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 The Roofing Company East Anglia Ltd Suffolk 27
2 Boss Roofing Contractors Ltd Norfolk 72
3 Point Roofing Norfolk 101
4 River Stour Roofing Suffolk 75
5 East Anglia Roofing Services Suffolk 23
6 🥇LJ Brickley Roofing⭐️⭐️⭐️⭐️⭐️ Norfolk 157
7 MGH Roofing Contractors Cambridgeshire 114
8 Ely Roofing Cambridgeshire 0
9 MBC Roofing Norfolk 85
10 DH Roofing Contractors Norfolk 82

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

Asked for East Anglia · 120 answers

Landscapers: 86 of 1,540 ever named.

ChatGPT cited a trade directory in 13 of its 40 answers. Named landscapers across the four counties have a median of 19 Google reviews when asked for their own county; the rest, 1.

Firms on Google Maps 1,540 1,622 listings · 974 with a website
Ever named 86 6% by at least one engine, 120 answers
Never named 1,454 94% of the landscapers listed
Named by all three 13 the firms the engines agree on
Landscapers: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 60 (4%) 13 of 40 adriangriffiths.co.ukvandenberg-hider.co.ukyell.com
Gemini 38 (3%) 4 of 40 houzz.co.uktopratedlandscapers.co.ukrogergladwell.co.uk
Google AI Mode 34 (2%) 4 of 40 checkatrade.comsuetownsendgardendesign.co.ukchrisdeakin.co.uk
Who gets named: the 10 landscapers named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 Simons Landscaping LTD Norfolk 99
2 Emerald Landscapes Cambridgeshire 80
3 Holland Landscapes Essex 15
4 Cultivate Gardens Ltd Cambridgeshire 75
5 United Landscapes Ltd Norfolk 19
6 Adrian Griffiths Garden Design & Landscaping Norfolk 27
7 Harlands Landscaping Norfolk 21
8 MCH Landscaping Suffolk 68
9 Hilton & Green Landscaping Norfolk 25
10 R G Landscape & Construction Ltd Suffolk 20

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

Asked for East Anglia · 120 answers

Kitchen fitters: 67 of 481 ever named.

ChatGPT cited a trade directory in 37 of its 40 answers. Named kitchen fitters across the four counties have a median of 24 Google reviews when asked for their own county; the rest, 2.

Firms on Google Maps 481 529 listings · 390 with a website
Ever named 67 14% by at least one engine, 120 answers
Never named 414 86% of the kitchen fitters listed
Named by all three 8 the firms the engines agree on
Kitchen fitters: each engine's answers
Engine Firms named Cite a directory Reads most
ChatGPT 56 (12%) 37 of 40 checkatrade.comnorfolkkitcheninstallations.co.ukeastangliankitchens.co.uk
Gemini 23 (5%) 6 of 40 angliafactors.co.ukjnkitchens.co.ukdavidraynerkitchens.co.uk
Google AI Mode 24 (5%) 26 of 40 checkatrade.comtrustatrader.commybuilder.com
Who gets named: the 10 kitchen fitters named most often
Rank Firm ChatGPTGeminiAI Mode Reviews
1 Anglia Kitchens and Bedrooms Ltd Norfolk 40
2 Norfolk Kitchen Installations Norfolk 17
3 T M Kitchen Installations Essex 18
4 D C Kitchen Installs Suffolk 12
5 N.C Kitchens Suffolk 23
6 ABJ Kitchens and Bedrooms Cambridgeshire 102
7 Eadonstone Kitchens Cambridgeshire 72
8 Magnet Kitchens More than one county 164
9 Davonport Essex 39
10 Suffolk Kitchen Co Suffolk 14

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

Questions

Is Checkatrade worth it? Common questions.

Is Checkatrade worth it for getting recommended by AI?

For ChatGPT, the data points that way. Asked for tradespeople in East Anglia's four counties, it cited checkatrade.com in 85% of 960 answers, and one of six trade directories in 90%. Google AI Mode cited a directory in 75% and Gemini in 23%, so a listing matters less there.

How many East Anglia tradespeople does AI search name?

861 of 9,759 trade firms with a Google listing across Suffolk, Norfolk, Essex and Cambridgeshire were named at least once by the county questions. That is about one firm in eleven.

Do Google reviews matter more than a Checkatrade listing or a website?

Review count is the strongest signal in this data. Under ten Google reviews, 3% of firms were named; past 150, 59%. The directory decides where ChatGPT looks; the reviews decide who it picks.

Method

How I counted, and what it cannot tell you.

  • The denominatorEvery Google Maps listing in each trade’s categories, pulled through DataForSEO’s Business Listings data and filtered to each 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. The regional denominator merges the four county lists: 9,598 firms once those listed in more than one county are grouped.
  • The county prompts“Best X in [county]”, “recommend an X in [county]”, “X near [county town]” (Ipswich, Norwich, Chelmsford, Cambridge) and “who are the top X in [county]”, each run ten times per engine, logged out, UK location: 2,880 answers.
  • The town promptsThree towns per county, a plain question and a problem-led one per trade, five runs each per engine: 2,160 answers. “In or near” means a listing in that postal town or within 15 km of its centre.
  • The regional promptsThe same four questions with “East Anglia” in place of the county: 720 answers.
  • 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. 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 URLs.

Each county has its own report, with the town questions and every trade’s named firms: Suffolk, Norfolk, Essex and Cambridgeshire. The same study for solicitors, accountants, estate agents, recruiters, architects and IT firms is East Anglia’s professional services.

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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