Key takeaways
What this check tells you
Concentration
In Best Day Trips, the top 3 picks — Lexington and Concord, Plymouth Rock and Plimoth Patuxet Museums, and Cape Cod Children's Museum — capture 43.5% of mentions versus the 20% expected if all attractions were recommended evenly.
Concentration
For Best Luxury Hotels, Four Seasons Hotel One Dalton Street, Mandarin Oriental Boston, and Wequassett Resort and Golf Club account for 27.3% of mentions, more than double the 12.5% expected under even distribution.
Movement
Best Local Experiences shows the widest churn tracked, with 183 of 183 entities moving position between checks.
Gap
Best Local Experiences has the lowest concentration recorded, with its top 3 picks — Nick's Famous Roast Beef, Harrison's Roast Beef, and Woodman's of Essex — taking just 7.7% of mentions against an expected 1.6%.
Lead finding
Massachusetts scores a 0% distinctiveness rating on its 'Family Fun in Massachusetts' theme, far below the 25% network average.
The strongest signal for Massachusetts is a ThemeGap: the range of family attractions—museums, historic sites, and outdoor activities grouped under 'Family Fun in Massachusetts' or 'Bring the Kids'—is underrepresented in AI answers, scoring 0% distinctiveness versus a 25% network average. This is notable given that sentiment around Massachusetts themes is overwhelmingly positive, with 96% of 410 rated mentions positive, 3% neutral, and 0% negative. AI assistants consistently highlight family-friendly appeal alongside Fine Dining, Seafood, and upscale dining as core themes, with Budget-Friendly, casual dining, hidden gems, Luxury, off the beaten path, outdoor activities, and romantic dining as supporting themes. Despite this positive tone, the family attractions angle isn't standing out distinctly compared to other destinations.
How AI sees Massachusetts
Across the prompts we've tracked, AI most consistently associates Massachusetts with:
family-friendlyFine Diningoutdoor activitiesSeafoodupscale diningartBudget-Friendlycasual diningcolonial historycultural experiencefall foliagefarm-to-tablehidden gems
How Massachusetts benchmarks
Confirmed-open rate
Massachusetts
82%
Network average
81%
Distinctiveness
Massachusetts
0%
Network average
11%
Presence rate
Massachusetts
0%
Network average
11%
Massachusetts's AI benchmark numbers compared to the network average across all tracked destinations.
Each metric shows two bars: Massachusetts's rate and the network average for that metric, so you can see how it compares. See how these scores are calculated.
Presence beyond Massachusetts-specific questions
How often Massachusetts comes up in regional and national AI questions that aren't specifically about it (out of 12 tracked questions, as of Sep 15, 2026):
See all questions
Two-Week Must-See Itinerary in the United States — Direct
Not mentioned
Two-Week Must-See Itinerary in the United States — Conversational
Not mentioned
Two-Week Must-See Itinerary in the United States — Recommendation
Not mentioned
Best Winter Destinations in the United States — Direct
Not mentioned
Best Winter Destinations in the United States — Conversational
Not mentioned
Best Winter Destinations in the United States — Recommendation
Not mentioned
Best Foodie Cities in the United States — Direct
Not mentioned
Best Foodie Cities in the United States — Conversational
Not mentioned
Best Foodie Cities in the United States — Recommendation
Not mentioned
Best Romantic Weekend Destinations in the United States — Direct
Not mentioned
Best Romantic Weekend Destinations in the United States — Conversational
Not mentioned
Best Romantic Weekend Destinations in the United States — Recommendation
Not mentioned
Where AI might be wrong
Menton
— Best Fine-Dining Restaurants(+1 more)
Closed
Flagged closed by 1 source, still recommended by Claude Sonnet 5 and GPT-4o and Perplexity Sonar.
Menton in Boston closed permanently in January 2024. Restaurant Business reported that Menton was “closing permanently,” and CBS Boston reported that Barbara Lynch closed the restaurant, citing high rent.
SourceGourmet Dumpling House
— Best Budget-Friendly Restaurants
Closed
Flagged closed by 1 source, still recommended by Claude Sonnet 5 and Perplexity Sonar.
Gourmet Dumpling House’s Boston Chinatown location permanently closed after its last day on June 30, 2022, due to its lease expiring. The Cambridge sister restaurant, Dumpling House, remained open.
SourceBlantyre
— Best Romantic Hotels
Temporarily closed
Flagged closed by 1 source, still recommended by GPT-4o and Perplexity Sonar.
Blantyre in Lenox, Massachusetts remains closed; a Berkshire Eagle article reported on October 6, 2022 that the historic hotel “remains closed,” and a Tripadvisor listing is marked “Temporarily closed.” The available evidence indicates a non-permanent closure related to redevelopment/renovation, not a confirmed permanent shutdown.
Source
Top picks by traveler intent
Rankings: Volatile
48 places moved rank this check
39 new
Neptune Oyster
24 of 30
rank #1–#7
OleanaNew
14 of 30
rank #1–#14
Craigie on MainNew
12 of 30
rank #4–#12
Woodman's of EssexNew
12 of 30
rank #5–#14
Sarma
11 of 30
rank #2–#13
Union Oyster House
11 of 30
rank #1–#14
MentonNew
10 of 30
rank #2–#12
Rankings: Volatile
24 places moved rank this check
10 new4 in & out
Four Seasons Hotel One Dalton Street, Boston
30 of 36
rank #1–#6
Chatham Bars Inn
28 of 36
rank #3–#14
Wequassett Resort and Golf Club
26 of 36
rank #4–#15
The Newbury Boston
25 of 36
rank #1–#5
The Wauwinet
24 of 36
rank #5–#11
Mandarin Oriental Boston↔
20 of 36
rank #1–#6
XV Beacon
16 of 36
rank #3–#10
The Wheatleigh
14 of 36
rank #7–#15
Rankings: Volatile
45 places moved rank this check
22 new
Freedom Trail
27 of 30
rank #1–#2
Salem
26 of 30
rank #6–#14
Fenway Park
25 of 30
rank #1–#14
Museum of Fine Arts
22 of 30
rank #2–#12
Plymouth Rock and Plimoth Patuxet Museums
21 of 30
rank #2–#20
Cape Cod National Seashore
20 of 30
rank #4–#14
Berkshires
17 of 30
rank #7–#19
Boston Common and Public Garden
16 of 30
rank #2–#10
Rankings: Volatile
35 places moved rank this check
24 new4 in & out
Chatham Bars Inn
26 of 35
rank #1–#7
XV Beacon
22 of 35
rank #1–#11
The Wauwinet
21 of 35
rank #1–#12
BlantyreNew
17 of 35
rank #1–#9
The Newbury Boston↔
14 of 35
rank #1–#10
The Red Lion InnNew
14 of 35
rank #2–#13
Wequassett Resort and Golf Club↔
14 of 35
rank #2–#9
Boston Harbor Hotel
13 of 35
rank #1–#8
Rankings: Volatile
50 places moved rank this check
30 new
New England Aquarium
27 of 30
rank #1–#4
Boston Children's Museum
25 of 30
rank #1–#3
Museum of Science
22 of 30
rank #1–#5
Plymouth Rock and Plimoth Patuxet Museums
19 of 30
rank #1–#19
Franklin Park ZooNew
18 of 30
rank #3–#7
Six Flags New England
17 of 30
rank #6–#21
Cape Cod National Seashore
16 of 30
rank #4–#10
Old Sturbridge Village
16 of 30
rank #6–#16
Rankings: Volatile
111 places moved rank this check
74 new15 returning10 in & out5 classics
Gene’s Chinese Flatbread Cafe
48 of 71
rank #1–#13
George’s Coney Island
40 of 71
rank #5–#12
Galleria Umberto
37 of 71
rank #1–#17
Ba Lẹ Bakery
36 of 71
rank #1–#11
Harrison's Roast Beef
33 of 71
rank #1–#8
Miss Worcester Diner
33 of 71
rank #1–#13
Lynwood Café
30 of 71
rank #1–#9
Nick's Famous Roast Beef
28 of 71
rank #1–#8
See more categories
Rankings: Volatile
134 places moved rank this check
93 new21 returning9 in & out2 classics
Halibut Point State Park
35 of 57
rank #1–#11
Hammond Castle
33 of 57
rank #2–#20
Natural Bridge State Park
31 of 57
rank #1–#20
Purgatory Chasm State Reservation↔
31 of 57
rank #2–#16
World's EndBack
24 of 57
rank #2–#16
MappariumBack
20 of 57
rank #1–#16
Cuttyhunk Island
19 of 57
rank #1–#19
Quabbin Reservoir↔
18 of 57
rank #1–#14
Rankings: Volatile
183 places moved rank this check
110 new21 returning32 in & out3 classics
Woodman's of Essex
34 of 57
rank #1–#17
J.T. Farnham's
28 of 57
rank #2–#15
MASS MoCA
24 of 57
rank #5–#27
Harrison's Roast Beef
22 of 57
rank #1–#17
Jamaica Plain
22 of 57
rank #1–#13
Nick's Famous Roast Beef
21 of 57
rank #1–#18
Arnold Arboretum
17 of 57
rank #4–#22
Town Spa Pizza
17 of 57
rank #2–#14
Rankings: Volatile
52 places moved rank this check
32 new7 returning4 in & out3 classics
Grill 23 & Bar
31 of 53
rank #4–#10
Contessa
29 of 53
rank #2–#8
No. 9 ParkBack
27 of 53
rank #2–#11
MentonNew
22 of 53
rank #1–#10
Twenty-Eight Atlantic
21 of 53
rank #3–#12
Nightshade Noodle Bar
20 of 53
rank #2–#13
SorellinaBack
18 of 53
rank #2–#8
Rankings: Volatile
130 places moved rank this check
76 new18 returning13 in & out3 classics
Woodman's of Essex
35 of 49
rank #1–#10
Modern Pastry
33 of 49
rank #5–#18
Neptune Oyster
32 of 49
rank #1–#7
Mike's Pastry↔
31 of 49
rank #2–#17
Union Oyster House
27 of 49
rank #1–#26
Omni Parker House↔
20 of 49
rank #1–#29
Antonio’s Restaurant
19 of 49
rank #7–#20
Nick's Famous Roast Beef
19 of 49
rank #5–#19
Rankings: Volatile
63 places moved rank this check
47 new4 returning4 in & out2 classics
Mamma Maria
31 of 49
rank #1–#5
Contessa
28 of 49
rank #1–#10
The Old Inn on the Green
27 of 49
rank #1–#11
No. 9 Park
23 of 49
rank #1–#10
Ocean House
21 of 49
rank #4–#12
The Chanticleer
19 of 49
rank #3–#8
Twenty-Eight Atlantic
18 of 49
rank #3–#7
The Red Lion Inn↔
17 of 49
rank #3–#15
Rankings: Volatile
63 places moved rank this check
41 new6 returning4 in & out
Union Oyster House
34 of 39
rank #1–#12
Woodman's of EssexBack
29 of 39
rank #1–#10
The Lobster PotBack
23 of 39
rank #2–#16
Neptune Oyster↔
19 of 39
rank #2–#11
Arnold’s Lobster & Clam Bar
17 of 39
rank #5–#21
The Red Lion Inn
16 of 39
rank #1–#29
Clam BoxBack
14 of 39
rank #2–#10
Kelly's Roast Beef
13 of 39
rank #3–#15
Rankings: Volatile
56 places moved rank this check
43 new2 returning4 in & out
The Merchant
26 of 36
rank #1–#16
XV Beacon
20 of 36
rank #1–#4
The Verb Hotel↔
19 of 36
rank #1–#4
The Whitney Hotel Boston
18 of 36
rank #1–#3
Tourists
16 of 36
rank #3–#9
Faraway
12 of 36
rank #3–#11
The Porches InnBack
12 of 36
rank #4–#12
Berkshires
11 of 36
rank #4–#12
Rankings: Volatile
15 places moved rank this check
7 new5 in & out
Salem↔
24 of 32
rank #1–#10
Lexington and Concord↔
22 of 32
rank #2–#8
Plymouth Rock and Plimoth Patuxet Museums↔
22 of 32
rank #2–#8
Berkshires
21 of 32
rank #1–#11
Rockport
15 of 32
rank #1–#10
Cape Cod National Seashore
13 of 32
rank #1–#6
Martha's Vineyard
13 of 32
rank #1–#10
Cape Cod Children's MuseumNew
9 of 32
rank #1–#7
Rankings: Volatile
50 places moved rank this check
39 new7 in & out
HI Boston
17 of 31
rank #1–#5
Motel 6↔
12 of 31
rank #1–#10
Red Roof Inn↔
8 of 31
rank #2–#11
Springfield↔
6 of 31
rank #2–#10
Hyannis↔
5 of 31
rank #5–#7
The Verb HotelNew
5 of 31
rank #1–#8
Beach Breeze InnNew
4 of 31
rank #2–#10
Boston Common Hostel
4 of 31
rank #1–#5
Rankings: Volatile
60 places moved rank this check
45 new6 in & out
Mount Greylock
26 of 31
rank #1–#6
Halibut Point State Park
19 of 31
rank #2–#15
Wachusett Mountain↔
16 of 31
rank #1–#14
The Mohawk Trail↔
14 of 31
rank #2–#18
Aquinnah Cliffs
12 of 31
rank #6–#12
Blue Hills Reservation↔
12 of 31
rank #2–#12
Mount Holyoke
11 of 31
rank #2–#12
Sullivan’s Castle IslandNew
11 of 31
rank #4–#13
Rankings: Volatile
44 places moved rank this check
34 new
Boston Marriott Long WharfNew
20 of 30
rank #1–#9
Ocean Edge Resort
20 of 30
rank #1–#7
Chatham Bars Inn
19 of 30
rank #3–#10
Cape Codder Resort & SpaNew
13 of 30
rank #1–#6
Great Wolf Lodge New England
13 of 30
rank #1–#10
Cranwell Spa & Golf ResortNew
9 of 30
rank #7–#10
Jiminy Peak
8 of 30
rank #7–#9
Kimpton Marlowe HotelNew
8 of 30
rank #1–#9
Rankings: Volatile
42 places moved rank this check
28 new
Freedom Trail
26 of 30
rank #1–#2
Minute Man National Historical Park
26 of 30
rank #1–#15
Plymouth Rock and Plimoth Patuxet Museums
25 of 30
rank #2–#13
Salem
23 of 30
rank #3–#14
Adams National Historical Park
22 of 30
rank #3–#18
Old Sturbridge Village
17 of 30
rank #4–#17
USS Constitution
14 of 30
rank #2–#11
House of the Seven GablesNew
12 of 30
rank #5–#15
Rankings: Volatile
55 places moved rank this check
37 new
Museum of Science
27 of 30
rank #1–#19
New England Aquarium
27 of 30
rank #1–#16
Isabella Stewart Gardner Museum
25 of 30
rank #1–#6
Museum of Fine Arts
24 of 30
rank #1–#5
Peabody Essex Museum
16 of 30
rank #3–#15
Faneuil Hall MarketplaceNew
13 of 30
rank #5–#15
Boston Children's Museum
12 of 30
rank #3–#18
Boston Tea Party Ships & MuseumNew
12 of 30
rank #3–#8
Rankings: Volatile
109 places moved rank this check
85 new
Jiminy Peak
15 of 30
rank #1–#3
Wachusett Mountain
15 of 30
rank #1–#17
Boston Common’s Frog Pond
14 of 30
rank #2–#13
Isabella Stewart Gardner Museum
13 of 30
rank #6–#16
Museum of Fine Arts
13 of 30
rank #7–#18
SalemNew
12 of 30
rank #1–#19
Mount Greylock
10 of 30
rank #4–#16
Notchview Reservation
10 of 30
rank #2–#12
Where Perplexity's answers about Massachusetts come from
The web domains Perplexity's live search pulled most while answering tracked travel questions about
Massachusetts (last 90 days). ChatGPT, Claude and Gemini aren't grounded in our tracking yet.
See the network-wide ranking.
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Other U.S. destinations TakeScout tracks