AI Visibility · Regional Scoreboard

Honda AI Visibility Boston Metro

Honda dealers across Boston

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 22 Honda 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.

Herb Chambers Honda leads with 14% share of voice (of every time AI named a Honda dealer in the region) and is named in 69% of all answers. Cambridge Honda and McGovern Honda follow. The clearest gap is Herb Chambers Honda of Seekonk, 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 Honda shopping happens there - measured by its monthly search demand - so a strong showing in high-demand markets like Boston and Cambridge 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 Honda 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. Herb Chambers Honda - 14% share of voice, named in 69% of answers, named first 20% of the time; strongest sub-market: Quincy.
  2. Cambridge Honda - 14% share of voice, named in 70% of answers, named first 29% of the time; strongest sub-market: Cambridge.
  3. McGovern Honda - 13% share of voice, named in 65% of answers, named first 10% of the time; strongest sub-market: Cambridge.
  4. Honda Village - 11% share of voice, named in 54% of answers, named first 17% of the time; strongest sub-market: Newton.
  5. Herb Chambers Honda of Burlington - 9% share of voice, named in 44% of answers, named first 0% of the time; strongest sub-market: Lowell.
  6. Parkway Honda - 7% share of voice, named in 38% of answers, named first 8% of the time; strongest sub-market: Quincy.
  7. Bernardi Honda - 6% share of voice, named in 31% of answers, named first 58% of the time; strongest sub-market: Framingham.
  8. Nucar Honda of Norwood - 4% share of voice, named in 18% of answers, named first 2% of the time; strongest sub-market: Quincy.
  9. Atamian Honda - 3% share of voice, named in 17% of answers, named first 22% of the time; strongest sub-market: Lowell.
  10. Honda North - 3% share of voice, named in 18% of answers, named first 0% of the time; strongest sub-market: Boston.
  11. Route 128 Honda - 2% share of voice, named in 13% of answers, named first 0% of the time; strongest sub-market: Framingham.
  12. Commonwealth Honda - 2% share of voice, named in 10% of answers, named first 0% of the time; strongest sub-market: Lowell.
  13. Honda Westborough - 2% share of voice, named in 8% of answers, named first 17% of the time; strongest sub-market: Framingham.
  14. Kelly Honda - 2% share of voice, named in 9% of answers, named first 0% of the time; strongest sub-market: Quincy.
  15. Ocean Honda of Brockton - 2% share of voice, named in 6% of answers, named first 78% of the time; strongest sub-market: Brockton.
  16. Nucar Honda of Westford - 1% share of voice, named in 6% of answers, named first 0% of the time; strongest sub-market: Lowell.
  17. Silko Honda - 1% share of voice, named in 5% of answers, named first 13% of the time; strongest sub-market: Brockton.
  18. Ocean Honda of Hanover - 1% share of voice, named in 5% of answers, named first 0% of the time; strongest sub-market: Brockton.
  19. Herb Chambers Honda of Seekonk - 1% share of voice, named in 3% of answers, named first 0% of the time; strongest sub-market: Brockton.
  20. Canobie Lake Honda - 0% share of voice, named in 1% of answers, named first 0% of the time; strongest sub-market: Lowell.

Who leads each sub-market, and where

  • Boston (population 653,833, 14,290 searches per month) - AI names Herb Chambers Honda most.
  • Cambridge (population 110,402, 2,700 searches per month) - AI names Cambridge Honda most.
  • Lowell (population 110,699, 1,480 searches per month) - AI names Atamian Honda most.
  • Quincy (population 93,618, 1,230 searches per month) - AI names Herb Chambers Honda most.
  • Brockton (population 95,314, 1,180 searches per month) - AI names Ocean Honda of Brockton most.
  • Newton (population 88,817, 840 searches per month) - AI names Honda Village most.
  • Framingham (population 68,318, 770 searches per month) - AI names Bernardi Honda 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

  • Honda CR-V - 5,550 searches per month
  • Honda Civic - 4,800 searches per month
  • Honda Accord - 4,330 searches per month
  • Honda Pilot - 3,030 searches per month
  • Honda Passport - 1,660 searches per month
  • Honda Odyssey - 1,400 searches per month
  • Honda Ridgeline - 1,110 searches per month
  • Honda HR-V - 610 searches per month

Top Sources

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

  • reddit.com - 12.2% of citations
  • google.com - 6.7% of citations
  • dealerrater.com - 6.7% of citations
  • kbb.com - 5.3% of citations
  • caredge.com - 4.9% of citations
  • herbchambershondainboston.com - 4.8% of citations
  • cargurus.com - 4.8% of citations
  • carfax.com - 4.3% of citations
  • hondavillage.com - 4.3% of citations
  • cambridgehonda.com - 4.0% of citations
  • cars.com - 3.7% of citations
  • capitalone.com - 3.5% of citations

Regional Insights

AI gives shoppers a short list of 3 to 5 dealers. AI answers with actual dealership names 99.7% of the time and names only 3 to 5 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. reddit.com alone is cited more than twice as often as any dealer website. The most-cited discussion is r/boston's "Honda Dealer recommendations", and 53% of the Reddit discussions AI cites come from this region's own communities.

Boston holds most of the demand - and no dealer has a firm lead. Boston and Cambridge together hold 76% of the region's shopping demand, yet in Boston, the busiest market, the most-recommended dealer (Herb Chambers Honda) takes only 17% 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
1Herb Chambers HondaQuincy69%
14%
20%
2Cambridge HondaCambridge70%
14%
29%
3McGovern HondaCambridge65%
13%
10%
4Honda VillageNewton54%
11%
17%
5Herb Chambers Honda of BurlingtonLowell44%
9%
0%
6Parkway HondaQuincy38%
7%
8%
7Bernardi HondaFramingham31%
6%
58%
8Nucar Honda of NorwoodQuincy18%
4%
2%
9Atamian HondaLowell17%
3%
22%
10Honda NorthBoston18%
3%
0%
11Route 128 HondaFramingham13%
2%
0%
12Commonwealth HondaLowell10%
2%
0%
13Honda WestboroughFramingham8%
2%
17%
14Kelly HondaQuincy9%
2%
0%
15Ocean Honda of BrocktonBrockton6%
2%
78%
16Nucar Honda of WestfordLowell6%
1%
0%
17Silko HondaBrockton5%
1%
13%
18Ocean Honda of HanoverBrockton5%
1%
0%
19Herb Chambers Honda of SeekonkBrockton3%
1%
0%
20Canobie Lake HondaLowell1%
0%
0%
Showing the top 20 of the 22 dealers measured; every dealer is measured and scored the same way.
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 Honda dealer near [city]", "Honda CR-V inventory near [city]", and "where to service a Honda 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 Honda dealership in the region's measured footprint is tracked and scored - 22 dealers in this report. The leaderboard and scorecard tables show the top 20 by share of voice.

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, Boston and Cambridge together carry about 76% 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.

Get a Custom Report
Custom Dealer Report · sample data

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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Honda
Boston
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[{"model":"Honda CR-V","searches":5550},{"model":"Honda Civic","searches":4800},{"model":"Honda Accord","searches":4330},{"model":"Honda Pilot","searches":3030},{"model":"Honda Passport","searches":1660},{"model":"Honda Odyssey","searches":1400},{"model":"Honda Ridgeline","searches":1110},{"model":"Honda HR-V","searches":610}]
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Village","overall":{"grade":79,"share":0.1126},"find":{"grade":55,"share":0.0771},"buy":{"grade":73,"share":0.1051},"service":{"grade":100,"share":0.1556},"sentiment":64,"google":{"rating":4.1,"reviews":1487},"yelp":{"rating":2.8,"reviews":427}},{"rank":5,"dealer":"Herb Chambers Honda of Burlington","overall":{"grade":60,"share":0.0862},"find":{"grade":99,"share":0.1398},"buy":{"grade":51,"share":0.0736},"service":{"grade":29,"share":0.0453},"sentiment":53,"google":{"rating":4.6,"reviews":3411},"yelp":{"rating":2.3,"reviews":212}},{"rank":6,"dealer":"Parkway Honda","overall":{"grade":51,"share":0.0726},"find":{"grade":34,"share":0.0479},"buy":{"grade":75,"share":0.1076},"service":{"grade":40,"share":0.0624},"sentiment":64,"google":{"rating":4.4,"reviews":2782},"yelp":{"rating":2.8,"reviews":234}},{"rank":7,"dealer":"Bernardi 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[{"title":"AI gives shoppers a short list of 3 to 5 dealers","html":"AI answers with actual dealership names 99.7% of the time and names only 3 to 5 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":"reddit.com alone is cited more than twice as often as any dealer website. The most-cited discussion is r/boston's \"Honda Dealer recommendations\", and 53% of the Reddit discussions AI cites come from this region's own communities."},{"title":"Boston holds most of the demand - and no dealer has a firm lead","html":"Boston and Cambridge together hold 76% of the region's shopping demand, yet in Boston, the busiest market, the most-recommended dealer (Herb Chambers Honda) takes only 17% 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