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AI Visibility Index · September 2026

Plumbers in Florence that AI assistants recommend

We asked ChatGPT and Claude the four questions a buyer asks when looking for plumbers in Florence, three times each, in Italian, and counted who they named. These are the businesses named in two or more of the 24 answers.

Names are printed as the assistants wrote them. We have not checked that any of them is good, open, or real.

Plumbers · Florence
29%of answers named Idraulico Firenze Pronto Intervento
Answers
24
Businesses named
28
Named only once
23
Named by 2+ assistants
5 of 5
Named again on a rerun
20%

Edition September 2026. Download the data

Asked for plumbers in Florence, ChatGPT and Claude most often named Idraulico Firenze Pronto Intervento (29% of answers), Pronto Intervento Idraulico Firenze (29%) and Termoidraulica Firenze (21%). Across 24 answers they named 28 different businesses, 23 of them only once. Each of four buyer questions was asked three times, in Italian, in September 2026.

The ranking

Share is the fraction of the 24 answers that named a business. The range under it is a 95% confidence interval: where two ranges overlap, the gap between those businesses could be chance.

Plumbers in Florence named by AI assistants, September 2026
#BusinessShareChatGPTClaudeQuestionsAvg. position
1Idraulico Firenze Pronto Intervento29%95%: 15 to 49%33%25%3 of 41.7
2Pronto Intervento Idraulico Firenze29%95%: 15 to 49%17%42%2 of 41.7
3Termoidraulica FirenzeAlso written Termoidraulica Firenze S.r.l., Termoidraulica Firenze SRL21%95%: 9 to 41%25%17%2 of 41
4Idraulico Firenze 24h17%95%: 7 to 36%25%8%3 of 42
5Termoidraulica Fiorentina13%95%: 4 to 31%17%8%2 of 41.3

Each assistant column is the share of that assistant's own answers. Questions counts how many of the four produced the name at least once; position is where it came in the answer's list, 1 being first. 23 more names came up in a single answer and are counted above but not listed.

What each assistant said

The same questions, the same number of times, and often different names. Each column is one assistant's top five from the ranking above, with the share of its own answers that named them.

#ChatGPTClaude
1Idraulico Firenze Pronto Intervento33%Pronto Intervento Idraulico Firenze42%
2Termoidraulica Firenze25%Idraulico Firenze Pronto Intervento25%
3Idraulico Firenze 24h25%Termoidraulica Firenze17%
4Pronto Intervento Idraulico Firenze17%Idraulico Firenze 24h8%
5Termoidraulica Fiorentina17%Termoidraulica Fiorentina8%

ChatGPT named no business in 3 of its 12 answers. Claude named no business in 3 of its 12 answers.

Named here? Put it on your site

Every business in the ranking was named in two or more answers. The badge says that and nothing more: no position, because the ranges above do not support one. It links back to this page, so anyone can check.

Named by AI assistants: Plumbers in Florence, AIGROW AI Visibility Index, September 2026
<a href="https://aigrow.gg/index/plumbers/florence"><img src="https://aigrow.gg/badges/index/2026-09/plumbers/florence.svg" width="312" height="100" alt="Named by AI assistants: Plumbers in Florence, AIGROW AI Visibility Index, September 2026"></a>

The questions

Asked word for word, three times each, to every assistant through its API, in Italian. The English under each is our translation. The prompt is the one the free scan uses. No web search, no location and no chat history, so every answer starts from the same place.

  1. 1Chi è il miglior idraulico a Firenze?Who is the best plumber in Florence?
  2. 2Ho un tubo che perde in casa, a Firenze. Quale idraulico dovrei chiamare?I have a leaking pipe at home in Florence. Which plumbing company should I call?
  3. 3Mi serve un idraulico urgente a Firenze stasera. Chi mi consigli?I need an emergency plumber in Florence tonight. Who would you recommend?
  4. 4Di quale idraulico a Firenze ti fideresti per sostituire lo scaldabagno?Which plumber in Florence would you trust to replace a water heater?

How to read this page

What it measures
Which names these models produce when asked cold, from what they learned in training. It is not a review, a rating or our recommendation, and a business missing here may simply be one the models were never shown.
Why the ranges matter
24 answers is a sample. Asked again next month, most shares will move by a few points; the ranges say how far they could move by chance alone.
One business, several spellings
Branches, legal suffixes and spellings of one business are merged, and the other spellings are printed under its name. Names that might be two businesses are kept apart.
A name is wrong
If a business here is closed, misnamed or yours and you want it removed, tell us. We correct or remove it when the page is next published.

Elsewhere in the Index

Also in Florence

Is your business on this list?

The free scan asks the same assistants the questions your customers ask, scores whether they name you, and lists who they name instead.

Edition September 2026 · data under CC BY 4.0