What is a ChatGPT visibility audit?

A ChatGPT visibility audit tests whether your business is named when real buyers ask ChatGPT for recommendations in your category. It runs the same queries your customers run, captures the verbatim responses, and scores how often you appear versus competitors.

How do I check if my business shows up when buyers ask ChatGPT for recommendations?

Run a free audit at askedaudits.com - pick your business from Google, and we fire four real buyer-intent queries at gpt-4o and return the verbatim answers, who got named instead of you, and a 0-100 visibility score in under 60 seconds.

What is GEO (Generative Engine Optimization)?

Generative Engine Optimization (GEO) is the discipline of getting cited by AI systems that synthesise answers - ChatGPT, Perplexity, Claude, Gemini, Bing Copilot. It is the AI-search equivalent of SEO, with different ranking inputs (schema, citations, Wikidata, reviews, authority sources).

How is GEO different from SEO?

SEO optimises for ranked blue links on Google. GEO optimises to be named in the AI-generated paragraph that increasingly replaces those links. The fundamentals overlap (schema, citations, reviews) but GEO weights Bing, Wikidata, Reddit, and editorial authority far more heavily than classic SEO.

How long does it take to rank on ChatGPT?

ChatGPT Browse (live retrieval via Bing) reflects new schema, Bing Places and citation work within days. Training-data inclusion takes one full model refresh cycle (months). Our 14-day playbook is engineered to move the live-retrieval surfaces first - score movement is typically visible within two weeks.

Asked

ChatGPT Visibility Leaderboard · Updated 20 May 2026

Conservatory Installation in Liverpool
- ranked by who ChatGPT actually recommends.

Name: Asked AI Visibility Audit
Brand: Asked
Availability: InStock

We asked ChatGPT three buyer-intent questions about conservatory installation in Liverpool - the kind a real customer would type. Then we ranked every active GMB listing we could find by how visibly ChatGPT named them. 30 businesses audited.

The business taking your leads

Conservatory Outlet

Named by ChatGPT for 12 out of 30 Liverpool conservatory installation businesses we audited. They are not paying for ads. They are not necessarily the best business. They are the business ChatGPT's training has decided to recommend - which is the only thing that matters when a buyer asks AI for a recommendation now.

The 30-business ranking

Top of list = highest ChatGPT visibility right now. Below average = your competitors are getting the leads.

#BusinessScoreGradeWho ChatGPT named insteadAction

#1
Roby Glazing
★ 4.4 · 26 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#1
Roby Glazing
★ 4.4 · 26 Google reviews
50
/ 100
D
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#2
Glassar Projects
★ 5.0 · 14 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#2
Glassar Projects
★ 5.0 · 14 Google reviews
50
/ 100
D
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#3
Perfect Conservatories
★ 5.0 · 105 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#3
Perfect Conservatories
★ 5.0 · 105 Google reviews
50
/ 100
D
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#4
The Discount Window Centre
★ 4.8 · 283 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Clearview Home ImprovementsA+· 100
★ 4.3 · 382 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#4
The Discount Window Centre
★ 4.8 · 283 Google reviews
50
/ 100
D
Clearview Home ImprovementsA+· 100
★ 4.3 · 382 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#5
Wintex UPVC Windows and Doors
★ 5.0 · 401 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#5
Wintex UPVC Windows and Doors
★ 5.0 · 401 Google reviews
50
/ 100
D
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#6
Rapid Glazing & Windows
★ 4.9 · 70 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Everest Home Improvements
Taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#6
Rapid Glazing & Windows
★ 4.9 · 70 Google reviews
50
/ 100
D
Everest Home Improvements
Taking your AI leads
Audit this →Get fix · £99
#7
CW Glass
★ 4.7 · 33 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#7
CW Glass
★ 4.7 · 33 Google reviews
50
/ 100
D
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#8
Taylorglass
★ 4.8 · 77 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#8
Taylorglass
★ 4.8 · 77 Google reviews
50
/ 100
D
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#9
Focus Windows & Doors
★ 4.9 · 58 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#9
Focus Windows & Doors
★ 4.9 · 58 Google reviews
50
/ 100
D
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#10
Platinum Windows
★ 4.7 · 24 Google reviews
ChatGPT visibility
50/ 100
D
Who ChatGPT named instead
Clearview Home ImprovementsA+· 100
★ 4.3 · 382 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#10
Platinum Windows
★ 4.7 · 24 Google reviews
50
/ 100
D
Clearview Home ImprovementsA+· 100
★ 4.3 · 382 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#11
Ware and Ware Bros
★ 4.5 · 26 Google reviews
ChatGPT visibility
35/ 100
F
Who ChatGPT named instead
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#11
Ware and Ware Bros
★ 4.5 · 26 Google reviews
35
/ 100
F
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#12
Direct Doors & Windows
★ 4.8 · 18 Google reviews
ChatGPT visibility
35/ 100
F
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#12
Direct Doors & Windows
★ 4.8 · 18 Google reviews
35
/ 100
F
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#13
Mersey Windows Liverpool
★ 4.9 · 120 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#13
Mersey Windows Liverpool
★ 4.9 · 120 Google reviews
30
/ 100
F
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#14
Sevenday Windows Liverpool
★ 4.7 · 56 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#14
Sevenday Windows Liverpool
★ 4.7 · 56 Google reviews
30
/ 100
F
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#15
Hartley Glazing
★ 4.8 · 81 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#15
Hartley Glazing
★ 4.8 · 81 Google reviews
30
/ 100
F
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#16
Sureseal Windows
★ 4.7 · 73 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#16
Sureseal Windows
★ 4.7 · 73 Google reviews
30
/ 100
F
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#17
Walton Glass & Glazing
★ 5.0 · 642 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#17
Walton Glass & Glazing
★ 5.0 · 642 Google reviews
30
/ 100
F
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#18
Rainhill UPVC Windows
★ 5.0 · 320 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
CR SmithF· 30
★ 3.4 · 9 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#18
Rainhill UPVC Windows
★ 5.0 · 320 Google reviews
30
/ 100
F
CR SmithF· 30
★ 3.4 · 9 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#19
Liverpool Window Repairs
★ 5.0 · 300 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#19
Liverpool Window Repairs
★ 5.0 · 300 Google reviews
30
/ 100
F
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#20
AGG - Allerton Glass & Glazing
★ 5.0 · 179 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#20
AGG - Allerton Glass & Glazing
★ 5.0 · 179 Google reviews
30
/ 100
F
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#21
Allerton Windows
★ 4.7 · 169 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#21
Allerton Windows
★ 4.7 · 169 Google reviews
30
/ 100
F
Planet South LakesA+· 100
★ 4.2 · 113 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#22
Pearsons Glass
★ 4.8 · 24 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#22
Pearsons Glass
★ 4.8 · 24 Google reviews
30
/ 100
F
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#23
Conservatory Roof Solutions
★ 5.0 · 18 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#23
Conservatory Roof Solutions
★ 5.0 · 18 Google reviews
30
/ 100
F
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#24
Specialist Frame PVCu
★ 5.0 · 10 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#24
Specialist Frame PVCu
★ 5.0 · 10 Google reviews
30
/ 100
F
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#25
Vision Home Improvements
★ 4.9 · 55 Google reviews
ChatGPT visibility
30/ 100
F
Who ChatGPT named instead
Crystal Clear ConservatoriesF· 30
★ 5.0 · 49 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#25
Vision Home Improvements
★ 4.9 · 55 Google reviews
30
/ 100
F
Crystal Clear ConservatoriesF· 30
★ 5.0 · 49 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#26
NU Home Improvements
★ 5.0 · 24 Google reviews
ChatGPT visibility
15/ 100
F
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#26
NU Home Improvements
★ 5.0 · 24 Google reviews
15
/ 100
F
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#27
NextGen Conservatory Roof Systems
★ 5.0 · 11 Google reviews
ChatGPT visibility
15/ 100
F
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#27
NextGen Conservatory Roof Systems
★ 5.0 · 11 Google reviews
15
/ 100
F
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#28
Signature Home Improvements
★ 5.0 · 27 Google reviews
ChatGPT visibility
15/ 100
F
Who ChatGPT named instead
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#28
Signature Home Improvements
★ 5.0 · 27 Google reviews
15
/ 100
F
Liverpool ConservatoriesF· 30
★ 4.1 · 64 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#29
Comp Doors 2 U
★ 5.0 · 64 Google reviews
ChatGPT visibility
15/ 100
F
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#29
Comp Doors 2 U
★ 5.0 · 64 Google reviews
15
/ 100
F
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99
#30
Vault NW Ltd
★ 4.7 · 53 Google reviews
ChatGPT visibility
15/ 100
F
Who ChatGPT named instead
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this business →Or skip ahead · get the £99 fix →
#30
Vault NW Ltd
★ 4.7 · 53 Google reviews
15
/ 100
F
Conservatory OutletF· 30
★ 3.3 · 28 Google reviews
The bar you need to clear · taking your AI leads
Audit this →Get fix · £99

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How the score works

ChatGPT visibility score

For each business we ran three buyer-intent queries against ChatGPT-4o: a discovery query, a comparison query, and a direct-name query. We graded each response on whether the business was named, where in the list, sentiment, and how prominently their competitors were positioned. The composite 0-100 score is the result.

Methodology details, sample ChatGPT responses, and a full per- business breakdown are available in the £99 visibility audit workbook.

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Updated 20 May 2026

Conservatory Installation in Liverpool- ranked by who ChatGPT actually recommends.

The 30-business ranking

Run a free audit on yourself.

ChatGPT visibility score

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Conservatory Installation in Liverpool
- ranked by who ChatGPT actually recommends.