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Karoly Windows & Doors

First week in the rankings: named by 1 of 5 AI assistants in 7 areas for Window & Door Replacement, entering at #5 for Window & Door Replacement in Sarasota.

Where AI Assistants Rank Karoly Windows & Doors

Consensus rank and each assistant's position, latest weekly run. Click a location for its history.

Area	AI Rank	Change	ChatGPT	Gemini	Claude	Perplexity	Grok
Sarasota, FL (metro)	5	new	—	—	1	—	—
Siesta Key, Sarasota, FL	17	new	—	—	1	—	—
Bradenton, Sarasota, FL	17	new	—	—	4	—	—
Downtown Sarasota, Sarasota, FL	21	new	—	—	2	—	—
North Fort Myers, Fort Myers, FL	21	new	—	—	5	—	—
South Fort Myers, Fort Myers, FL	24	new	—	—	6	—	—
Cape Coral, Fort Myers, FL	27	new	—	—	7	—	—
Lakewood Ranch, Sarasota, FL	32	new	—	—	—	—	5

Rank by Intent, Every Area

Where AI ranks Karoly Windows & Doors in each area, for each of the four questions customers ask. Color is the rank band, the number is the rank.

Area (click to expand)

Best

Best value

Cheapest

Fastest response

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Share of Voice

Who owns the AI conversation in the areas where Karoly Windows & Doors shows up, this week. Click an area for its full breakdown.

everyone else

Window World of OrlandoReece Windows & DoorsNewSouth Window SolutionsMr. Build - Window and Door Replacement ProviderRenewal by Andersen of Central FloridaAffordable Window SystemsPella Windows and Doors Showroom of Orlando, FLFlorida Window GeeksKaroly Windows & Doors

Area (click to expand)	This Area's Market	You
		3%
		1%
		3%
		1%
		3%
		3%
		3%
		1%

126 Sources Cited by AI in These Areas

Every source behind the assistants' answers here, ranked by share of all citations, and whether they mention this business.

Type	Share of Citations	This Week	You
Other	6%	—	—
Other	4%	12	—
Business site	4%	2	—
Business site	3%	—	—
Other	3%	1	—
Other	2%	1	—
Business site	2%	4	—
aggregator	2%	—	—
Business site	2%	3	—
Other	2%	—	—
Other	2%	—	—
Other	2%	—	—
Business site	2%	3	—
Other	2%	8	—
Business site	2%	4	—
Other	2%	—	—
Other	2%	—	—
Business site	2%	5	—
Directory	2%	7	—
Business site	2%	—	—
Other	1%	—	—
Other	1%	—	—
Other	1%	—	—
Other	1%	—	—
Other	1%	—	—
Business site	1%	—	—
Other	1%	3	—
Other	1%	—	—
Other	1%	—	—
Other	1%	—	—
Business site	1%	1	—
Other	1%	—	—
Other	1%	—	—
Other	1%	—	—
Business site	1%	—	✓
Other	1%	2	—
Directory	1%	—	—
Other	1%	—	—
Directory	1%	—	—
Other	1%	4	—
Other	1%	9	—
Other	1%	4	—
Other	1%	—	—
Business site	1%	—	—
Other	1%	—	—
Other	1%	—	—
Other	1%	3	—
Other	1%	5	—
Other	1%	—	—
Other	1%	—	—
Other	1%	—	—
Other	1%	2	—
Other	1%	—	—
Other	1%	2	—
Business site	<1%	—	—
Other	<1%	1	—
Other	<1%	3	—
Directory	<1%	—	—
Directory	<1%	—	—
Other	<1%	3	—
Business site	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Business site	<1%	—	—
Business site	<1%	—	—
Business site	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	4	—
Other	<1%	4	—
Other	<1%	4	—
Other	<1%	4	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	2	—
Directory	<1%	1	—
Other	<1%	3	—
Other	<1%	3	—
Other	<1%	2	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	2	—
Other	<1%	2	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	2	—
Other	<1%	—	—
Other	<1%	—	—
Business site	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Other	<1%	—	—
Business site	<1%	—	—
Other	<1%	1	—
Other	<1%	1	—
Business site	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	—	—
Other	<1%	—	—
Business site	<1%	1	—

Where to Focus (beta)

The moves that matter most, by priority.

Critical: act now

1 move to make

Recommended: worth doing

4 moves to make

Good to have: polish

1 move to make

Your full focus report, generated for your business · Unlock with Pro Report

Report generated July 2, 2026 at 2:34 PM

3,200 assistant queries across 20 tracked areas and 4 intents

1,051 citations from 126 sources analyzed