Rooftop Signal. Free scan
THE AI VISIBILITY INDEX

Toyota Boston Metro AI Visibility Index

Comparing 37 Toyota dealerships on how well AI models can discover and recommend them

Last updated: 2026-03-04

View on Map →
Highest Score
64
Median Score
49
Average Score
46
Lowest Score
16

How to Read This Index

Green (75-100)

Strong AI visibility — AI models can easily discover and accurately represent this dealer

Yellow (50-74)

Moderate visibility — some information is accessible but key details may be missed

Orange (25-49)

Weak visibility — AI can find this dealer but struggles to accurately represent them

Red (0-24)

Limited visibility — significant gaps make it hard for AI to recommend this dealer

Rank Dealer Name Overall Discoverability Content Quality Technical Health Information Currency Agent Ready
#1 Balise Toyota of Warwick 64 73 85 90 70 0
#2 Acton Toyota of Littleton 64 73 85 90 70 0
#3 Koch Route 2 Toyota 64 73 85 90 70 0
#4 Toyota of Smithfield 64 73 85 90 70 0
#5 McGee Toyota of Hanover 61 80 70 90 65 0
#6 Toyota of Dartmouth 58 75 100 90 0 0
#7 Canobie Lake Toyota 52 65 85 90 0 0
#8 Wellesley Toyota Used Car Department 51 80 35 90 55 0
#9 Woburn Toyota 51 60 85 90 0 0
#10 Jaffarian Toyota 49 65 75 90 0 0
#11 Copeland Toyota 49 65 75 90 0 0
#12 Herb Chambers Toyota of Boston 49 80 20 90 70 0
#13 Imperial Toyota 49 80 20 90 70 0
#14 Bristol Toyota 49 65 75 90 0 0
#15 Harr Toyota 49 65 75 90 0 0
#16 Toyota Truck Center 49 80 20 90 70 0
#17 Herb Chambers Toyota of Auburn 49 80 20 90 70 0
#18 Toyota of Watertown 49 80 20 90 70 0
#19 Bernardi Toyota 49 80 20 90 70 0
#20 Route 44 Toyota 49 65 75 90 0 0
#21 Wellesley Toyota 49 65 75 90 0 0
#22 Grieco Toyota 48 60 85 75 0 0
#23 Jaffarian Automotive Group 48 80 20 90 65 0
#24 Parkway Toyota of Boston 48 60 85 75 0 0
#25 AutoFair Toyota of Tewksbury 48 80 20 90 65 0
#26 Ira Toyota of Danvers 48 60 85 75 0 0
#27 Nucar Toyota of Norwood 48 60 85 75 0 0
#28 Sullivan Brothers Toyota 48 60 85 75 0 0
#29 Nucar Toyota of North Attleboro 48 60 85 75 0 0
#30 Atlantic Toyota 46 65 60 90 0 0
#31 Lexington Toyota 46 65 60 90 0 0
#32 McGee Toyota of Epping 32 65 0 50 65 0
#33 Toyota of Braintree 18 53 0 40 0 0
#34 Toyota Manchester 17 45 0 40 0 0
#35 Westboro TOYOTA 17 45 0 40 0 0
#36 Tasca Toyota of Boston 17 45 0 40 0 0
#37 Scion of Braintree 16 30 0 50 0 0

Methodology

AI visibility scores measure how well a dealership website can be discovered and understood by AI models like ChatGPT, Claude, and Perplexity. We analyze four key dimensions:

  • Discoverability: Can AI systems find your website?
  • Content Quality: Does AI understand what your dealership offers?
  • Technical Health: Does your website work well with AI systems?
  • Information Currency: Is your online information up to date?
  • Agent Readiness: Can AI assistants take actions for your customers?

Scores range from 0-100, with higher scores indicating better AI visibility. This index is updated monthly to track improvements and changes across the cohort.

Not your dealership listed here? Contact us to claim your listing or request a free audit.