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Industry Report

Auto Oem Brands

LLM Search Visibility
Dominant · Common Crawl ρ=0.546

AI recommendation signal analysis across 548 domains and 11 buyer personas in Auto Oem Brands, led by toyota.com as the most LLM-recommended domain.

548Domains Tracked
11Buyer Personas
78.2MReddit Posts
195KWikipedia Articles
105.4MOpen Web Matches
llm_search_visibility.report
DomainScore
toyota.com
1,287.2
honda.com
415.0
ford.com
330.9
This is a shortened preview of the Auto Oem Brands report

Many tables and charts on this page show only the top few results; the full data behind them runs far deeper. The complete report unlocks every row, chart, and download for this industry.

Get the full Auto Oem Brands report
About This Report

How to use this page

Industry view: this page aggregates every persona's data for the whole industry, plus industry-wide queries. Pick a persona from the sidebar to narrow the lens to one segment.
Use Case

Know who AI recommends

This is the headline metric: the brands AI models actually recommend when buyers ask. If you are not on these lists, you are invisible in AI search. Benchmark your position, then study what the winners have in common.

How It's Calculated

Where the numbers come from

We ask multiple LLMs thousands of buyer-intent questions for this industry and record every domain they recommend. Score is a weighted reciprocal-rank sum across models and runs, with each model scaled by its influence weight; count and % are plain tallies.

Overview

What's on this page

Overall recommendation rankings, per-model filtering, and a side-by-side comparison of any two models.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain when answering Auto Oem Brands queries across all personas. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Filter By Model

Top LLM-recommended domains by model

Same ranking as above, scoped to whichever models you select below: pick one, several, or none. Updates automatically as you check/uncheck.

Model Comparison

Compare two models

Pick a model for each column to compare their recommendation patterns side by side.

Full Results

All recommended domains

Every domain the AI models recommended for Auto Oem Brands across all personas, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
toyota.com1,287.21,1237.644961795
honda.com415.09666.541962294
ford.com330.98785.947962795