AI Visibility · Regional Scoreboard

Subaru AI Visibility Philadelphia Metro

Subaru dealers across Philadelphia

Regional report · 7 sub-markets
AI
VISIBILITY
Find Buy Service
Prepared August 2026Prepared by CarGenius
Overview

Executive summary

We measured how often AI assistants (ChatGPT, Google AI Mode, and Google AI Overview) name each of the region's 18 Subaru dealers when shoppers ask where to find, buy, and service - city by city. Here is who is winning AI visibility today, and where the gaps are.

Ciocca Subaru of Philadelphia leads with 17% share of voice (of every time AI named a Subaru dealer in the region) and is named in 76% of all answers. Rafferty Subaru and Glanzmann Subaru follow. The clearest gap is Prestige Subaru of Turnersville NJ, which AI names less often than its nearby shopper demand would suggest.

How to read this report. This draws on answers from ChatGPT, Google AI Mode, and Google AI Overview. Dealers are never named in the questions, so every dealer is measured the same way. Cities are not counted equally: each city counts toward the regional score in proportion to how much Subaru shopping happens there - measured by its monthly search demand - so a strong showing in high-demand markets like Philadelphia and Trenton moves a dealer's regional standing much more than the same showing in a small one. Every city's own results appear in the sub-market table below. The full method is at the end of this report.

The regional leaderboard

Who AI recommends most across the region. Share of voice: of every time AI named a Subaru dealer in the region, how often it named this one. AI visibility: how often AI names the dealer at all. Named first: how often it is the very first dealer named.

  1. Ciocca Subaru of Philadelphia - 17% share of voice, named in 76% of answers, named first 54% of the time; strongest sub-market: Philadelphia.
  2. Rafferty Subaru - 16% share of voice, named in 71% of answers, named first 16% of the time; strongest sub-market: Chester.
  3. Glanzmann Subaru - 14% share of voice, named in 68% of answers, named first 21% of the time; strongest sub-market: Norristown.
  4. John Kennedy Subaru - 9% share of voice, named in 43% of answers, named first 4% of the time; strongest sub-market: Norristown.
  5. Concordville Subaru - 9% share of voice, named in 39% of answers, named first 1% of the time; strongest sub-market: Chester.
  6. Subaru of Cherry Hill - 7% share of voice, named in 25% of answers, named first 20% of the time; strongest sub-market: Cherry Hill.
  7. Haldeman Subaru - 5% share of voice, named in 14% of answers, named first 13% of the time; strongest sub-market: Trenton.
  8. Colonial Subaru - 4% share of voice, named in 18% of answers, named first 0% of the time; strongest sub-market: Philadelphia.
  9. Reedman Toll Subaru - 4% share of voice, named in 17% of answers, named first 0% of the time; strongest sub-market: Trenton.
  10. Ciocca Subaru - 4% share of voice, named in 11% of answers, named first 61% of the time; strongest sub-market: Trenton.
  11. Delaware Subaru - 3% share of voice, named in 8% of answers, named first 80% of the time; strongest sub-market: Wilmington.
  12. Miller Subaru - 2% share of voice, named in 7% of answers, named first 0% of the time; strongest sub-market: Camden.
  13. A&T Subaru - 2% share of voice, named in 9% of answers, named first 0% of the time; strongest sub-market: Norristown.
  14. Ourisman Tri-State Subaru - 2% share of voice, named in 6% of answers, named first 6% of the time; strongest sub-market: Wilmington.
  15. Piazza Subaru of Limerick - 1% share of voice, named in 8% of answers, named first 3% of the time; strongest sub-market: Norristown.
  16. Reedman Toll Subaru of Exton - 1% share of voice, named in 4% of answers, named first 0% of the time; strongest sub-market: Chester.
  17. Fred Beans Subaru - 1% share of voice, named in 3% of answers, named first 0% of the time; strongest sub-market: Trenton.
  18. Prestige Subaru of Turnersville NJ - 0% share of voice, named in 1% of answers, named first 0% of the time; strongest sub-market: Cherry Hill.

Who leads each sub-market, and where

  • Philadelphia (population 1,573,916, 9,700 searches per month) - AI names Ciocca Subaru of Philadelphia most.
  • Trenton (population 89,620, 970 searches per month) - AI names Haldeman Subaru most.
  • Wilmington (population 70,898, 790 searches per month) - AI names Delaware Subaru most.
  • Norristown (population 34,412, 450 searches per month) - AI names John Kennedy Subaru most.
  • Cherry Hill (population 70,475, 410 searches per month) - AI names Subaru of Cherry Hill most.
  • Camden (population 76,119, 200 searches per month) - AI names Subaru of Cherry Hill most.
  • Chester (population 34,092, 200 searches per month) - AI names Rafferty Subaru most.

Bubble area is proportional to monthly search demand; the number keys each sub-market to the table. Small dots mark the tracked dealers' locations. Map © OpenStreetMap contributors.

What the region is searching for

  • Subaru Crosstrek - 3,070 searches per month
  • Subaru Forester - 2,540 searches per month
  • Subaru Outback - 2,460 searches per month
  • Subaru WRX - 1,730 searches per month
  • Subaru Impreza - 1,280 searches per month
  • Subaru Ascent - 1,200 searches per month
  • Subaru Solterra - 440 searches per month

Top Sources

The websites AI cited most when answering shopper questions across the region, as a share of all citations:

  • dealerrater.com - 12.4% of citations
  • carfax.com - 7.7% of citations
  • subaruofcherryhill.com - 7.5% of citations
  • caredge.com - 6.7% of citations
  • kbb.com - 5.2% of citations
  • cars.com - 4.9% of citations
  • cioccasubaruofphiladelphia.com - 3.9% of citations
  • johnkennedysubaru.com - 3.6% of citations
  • reddit.com - 3.5% of citations
  • delawaresubaru.com - 3.2% of citations
  • cargurus.com - 3.1% of citations
  • raffertysubaru.com - 3.0% of citations

Regional Insights

AI gives shoppers a short list of 3 to 4 dealers. AI answers with actual dealership names 98.8% of the time and names only 3 to 4 dealers per answer. A dealer not on that list loses the shopper to one that is.

AI's information comes from review sites and forums, not dealer websites. carfax.com alone is cited more often than any dealer website.

Dealer ratings run far lower on Yelp than on Google. The tracked dealers average 4.5 stars on Google but only 3.2 on Yelp, and 7 of 17 score below 3.0 there. Yelp is one of AI's cited sources in this report, so a weak Yelp profile feeds directly into what AI reads.

Philadelphia holds most of the demand - and no dealer has a firm lead. Philadelphia and Trenton together hold 84% of the region's shopping demand, yet in Philadelphia, the busiest market, the most-recommended dealer (Ciocca Subaru of Philadelphia) takes only 21% of AI's dealer mentions. AI names a different leading dealer in 6 of the 7 local areas.

Regional footprint

Who leads each sub-market, and where

The dealer AI names most in each sub-market. Each sub-market is measured at its anchor city - shown with its population - chosen to represent that part of the region; the anchors together span the metro's major population centers. On the map, each anchor's bubble is sized by its monthly shopper search demand, so larger circles are the markets with more search activity.

National footprint

The 25 metros, coast to coast

Each bubble is one of America's 25 biggest metro areas, sized by monthly shopper search demand in its anchor city and numbered by metro rank. The table that follows names the dealer AI recommends most in each.

Market demand

Where the nation shops

Monthly brand and model searches in each metro's anchor city - the demand AI answers compete for. Search demand weights and sizes the markets in this report; it is not a sales figure.

Market demand

What the region is searching for

How many shoppers near the region search for each model every month. This is the demand AI answers compete for, and it sets how much each city counts toward the scores. Search demand weights the cities in this report; it is not a sales figure.

Metro leaderboard

The National 25 - who AI recommends, metro by metro

The dealer AI assistants recommend most in each of the nation's 25 biggest metros, measured with identical non-branded Find / Buy / Service questions in each metro's anchor city.

How to read this. Share of voice: of every time AI named a dealer in this metro, how often it named this one. AI visibility: how often AI names the dealer at all. Named first: how often it is the very first dealer named - kept separate from visibility, as always. Bars are scaled to a 50% share.

Regional leaderboard

The regional leaderboard

Who AI recommends most across the region. Share of voice is the headline: out of every time AI named a dealer, how often it named this one. AI visibility is how often AI names the dealer at all, and named first is how often it is the very first dealer named - a dealer can be named often yet rarely first, so we keep these separate. Cities with more shopper demand count for more.

#DealerStrongest sub-marketAI visibilityShare of voiceNamed first
1Ciocca Subaru of PhiladelphiaPhiladelphia76%
17%
54%
2Rafferty SubaruChester71%
16%
16%
3Glanzmann SubaruNorristown68%
14%
21%
4John Kennedy SubaruNorristown43%
9%
4%
5Concordville SubaruChester39%
9%
1%
6Subaru of Cherry HillCherry Hill25%
7%
20%
7Haldeman SubaruTrenton14%
5%
13%
8Colonial SubaruPhiladelphia18%
4%
0%
9Reedman Toll SubaruTrenton17%
4%
0%
10Ciocca SubaruTrenton11%
4%
61%
11Delaware SubaruWilmington8%
3%
80%
12Miller SubaruCamden7%
2%
0%
13A&T SubaruNorristown9%
2%
0%
14Ourisman Tri-State SubaruWilmington6%
2%
6%
15Piazza Subaru of LimerickNorristown8%
1%
3%
16Reedman Toll Subaru of ExtonChester4%
1%
0%
17Fred Beans SubaruTrenton3%
1%
0%
18Prestige Subaru of Turnersville NJCherry Hill1%
0%
0%
Winning patterns

The winners are not who you'd expect

The two things dealers invest in as reputation - store size and Google rating - do not separate the AI leaders from the field. Most metros are led by a store that is not the biggest in its market, winning under its own local name.

Where AI's winners rank by store size. Every metro's dealers, ranked by Google review count; the groups below show where each metro's AI leader falls in that size order.

Dealer scorecard

Dealer ranking scorecard

Read each grade cell as two numbers: a bold 0-100 grade, and in grey the share of voice it comes from. The grade is relative - the region's strongest dealer scores 100 and every other dealer is measured against it. Find, Buy and Service are graded on their own and count equally toward the Weighted overall. "Weighted" means busier cities count for more: each city's result is scaled by its monthly search demand before the cities are combined, so how a dealer does where the shoppers are matters most.

AI sources

Top Sources

The websites AI cited most when answering shopper questions across the region - each shown as its share of all the citations AI made. Getting listed and well-reviewed on the sources that rank highest here is how a dealer gets into AI answers.

AI sources

What AI reads, nationally

Store size and ratings do not decide who AI recommends. The clearest national pattern is what AI reads: the same few sources appear in metro after metro. Each website is shown as its share of all the citations AI made across the 25 measured metros. Getting listed and well-reviewed on the sources that rank highest here is how a dealer gets into AI answers.

Market opportunity

Most metros are still up for grabs

The small number next to each metro is the leader's share of voice divided by the runner-up's - 1.0x means the leader and runner-up are tied.

Contested - the runner-up is within striking distance Held - the leader is comfortably ahead Bubble size = market size (monthly searches)

Leader's share of voice

Of every time AI named a dealer in that metro, the percentage that went to the metro's #1 dealer.

Runner-up's share of voice

The same measure for the #2 dealer. The closer the two shares, the closer the race; a leader can never sit below the dashed line, only above it.

Share of voice = a dealer's AI mentions ÷ all dealers' AI mentions in its metro
Striking distance = the runner-up holds at least the leader's share ÷ 1.2
Market opportunity

Share of Voice vs Share of Demand

This chart plots each dealer's Share of Voice (up) against its Share of Demand (across). The dashed line is break-even, where the two are equal. Below it, a dealer's Share of Demand is larger than its Share of Voice - the clearest gaps to close. Bubbles are sized by Google review count.

At or above its opportunity Below its opportunity (a gap) Bubble size = Google review count

Share of Voice

When AI assistants recommend dealers in this region, the percentage of those recommendations that go to this dealer.

Share of Demand

This dealer's slice of the region's shoppers, based on distance: each town's shoppers count toward the stores nearest them, and busier towns count for more.

Share of voice = a dealer's AI mentions ÷ all dealers' AI mentions
Share of demand = a dealer's nearby demand ÷ all dealers' nearby demand
Regional insights

Regional Insights

These patterns stand out when the region's answers are read together. Each one is computed from the measured runs behind this report.

National insights

National insights

Beyond the headline story, these patterns stand out when all the metros are read together. Each one is computed from the measured runs - per-metro results are directional, but these cross-metro patterns rest on the full national sample.

Recommended actions

What To Do

The patterns in this report are national, but the actions they point to are local - and none of them requires being the biggest store in the market. Five places to start, each grounded in what this measurement found.

Methodology

Methodology

We asked non-dealer branded questions - for example "best Subaru dealer near [city]", "Subaru Crosstrek inventory near [city]", and "where to service a Subaru near [city]" - against ChatGPT, Google AI Mode, and Google AI Overview, city by city, and recorded which dealers each answer named and in what order. Dealers are never named in the questions, so every dealer in the region is measured the same way and the leaderboard reflects who AI brings up on its own. Search demand comes from Google search volume for in-market shopping terms by model and city; it weights each city and is not a sales figure. Every confirmed Subaru dealership in the region's measured footprint is tracked and scored - 18 dealers in this report.

Position is reported only as "named first". How often AI names a dealer and how early it names them are separate measurements, and this report keeps them separate. Because the weighting follows measured demand, Philadelphia and Trenton together carry about 84% of the regional score; every city's own results are shown in the sub-market table. Search demand: Google search volume. AI visibility: live queries to ChatGPT, Google AI Mode, and Google AI Overview. Dealer ratings: Google Business Profile and Yelp.

Next step · For your dealership

Custom Dealer Reports

This regional report shows how AI sees the whole market. A Custom Dealer Report goes deeper on one dealership: yours.

This national report shows how AI sees dealers across America's biggest metros. A Custom Dealer Report goes deeper on one dealership: yours.

Every month, CarGenius runs the questions your buyers ask across the major AI engines and reports how often AI names you versus each competitor, scores your Find, Buy, and Service visibility, verifies your marketplace presence, and ranks what to fix by effort and impact.

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Most-mentioned dealers in your market

How often AI names each dealer across this month's shopping prompts
Your Dealership
54%
Competitor A
41%
Competitor B
33%
Competitor C
27%
FIND
72/100
BUY
41/100
SERVICE
58/100
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Subaru
Philadelphia
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[{"title":"AI gives shoppers a short list of 3 to 4 dealers","html":"AI answers with actual dealership names 98.8% of the time and names only 3 to 4 dealers per answer. A dealer not on that list loses the shopper to one that is."},{"title":"AI's information comes from review sites and forums, not dealer websites","html":"carfax.com alone is cited more often than any dealer website."},{"title":"Dealer ratings run far lower on Yelp than on Google","html":"The tracked dealers average 4.5 stars on Google but only 3.2 on Yelp, and 7 of 17 score below 3.0 there. Yelp is one of AI's cited sources in this report, so a weak Yelp profile feeds directly into what AI reads."},{"title":"Philadelphia holds most of the demand - and no dealer has a firm lead","html":"Philadelphia and Trenton together hold 84% of the region's shopping demand, yet in Philadelphia, the busiest market, the most-recommended dealer (Ciocca Subaru of Philadelphia) takes only 21% of AI's dealer mentions. AI names a different leading dealer in 6 of the 7 local areas."}]
Bubble area is proportional to monthly search demand; the number keys each sub-market to the table. Small dots mark the tracked dealers' locations. Map © OpenStreetMap contributors.
Regional