Preferred Automotive

Named by 3 of 5 AI assistants in 2 areas for Auto Repair & Collision this week: best rank #8 for Auto Repair & Collision in Hollywood, with 3% share of voice (down 2.3pp). Declined in 1, entered 1 new; Mobile Mechanic now leads in 1 of them.

Where AI Assistants Rank Preferred Automotive

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	Coverage
Hollywood, Miami, FL	8	6	—	2	3	—	5
Fort Lauderdale, Miami, FL	27	new	—	—	—	—	4

Where AI ranks Preferred Automotive 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

—

Who owns the AI conversation in the areas where Preferred Automotive shows up, this week. Click an area for its full breakdown.

7%everyone else

Mobile MechanicArmstrong Auto CareWales GarageSouthport Auto RepairPreferred AutomotiveJumbo Automotive Inc.Layton's GarageJacob's Garage

Area (click to expand)	This Area's Market	You
		5%
		2%

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
Directory	9%	2	—
Other	6%	5	—
Other	5%	1	—
Business site	3%	5	—
Other	3%	7	—
Other	3%	—	—
Other	3%	2	—
Other	3%	2	—
Business site	2%	2	—
Other	2%	7	—
Other	2%	9	—
Other	2%	—	—
Other	2%	—	—
Other	2%	2	—
Other	2%	3	—
Other	2%	—	—
Other	2%	—	—
Other	2%	4	—
Other	1%	—	—
Other	1%	1	—
Other	1%	5	—
Other	1%	3	—
Other	1%	1	—
Other	1%	1	—
Other	1%	5	—
Other	1%	—	—
Other	1%	—	—
Business site	1%	—	—
Business site	1%	1	—
Other	1%	1	—
aggregator	1%	1	—
Other	1%	2	—
Other	1%	2	—
Business site	1%	4	—
Business site	1%	4	—
Community	1%	1	—
Directory	1%	1	—
Other	1%	1	—
Other	1%	3	—
Business site	1%	1	—
Other	1%	1	—
Other	1%	3	—
Other	1%	3	—
Other	1%	3	—
Other	1%	—	—
Other	1%	—	—
Other	1%	1	—
Other	1%	2	—
Other	1%	2	—
Other	1%	—	—
Other	1%	2	—
Other	1%	2	—
Other	1%	—	—
Other	1%	—	—
Other	1%	2	—
Business site	1%	2	—
Other	1%	2	—
aggregator	1%	2	—
Other	1%	2	—
Other	1%	2	—
Other	1%	2	—
Other	1%	2	—
Other	1%	2	—
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%	1	—
Other	<1%	1	—
Other	<1%	1	—
Business site	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—
Other	<1%	1	—

The moves that matter most, by priority.

Critical: act now

1 move to make

Recommended: worth doing

2 moves to make

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

Report generated June 23, 2026 at 10:46 PM

120 assistant queries across 2 tracked areas and 4 intents

379 citations from 92 sources analyzed