AI visibility report

How AI assistants represent Pennsylvania

AI assistants associate Pennsylvania with outdoor adventure, food scene, architecture, and fine dining.

For tourism marketers: TakeScout tracks how ChatGPT, Claude, Gemini, and Perplexity describe Pennsylvania, based on 954 AI answers, last checked October 4, 2026. How we measure →

Pennsylvania official site ↗

954

Questions asked

1,409

Places identified

Oct 4, 2026

Last checked

Current score 45/100 Average of model agreement and confirmed-open rate — how this score is calculated

Key takeaways

What this check tells you

Official site

Perplexity cited visitpa.com, Pennsylvania's official site, in 39 of 60 sourced answers in the October check (65%), about the same as in August (63%), ranking 11th of 74 tracked U.S. destinations for how often their official site is cited.

Agreement

The AI assistants name the same top pick for 7% of comparable questions about Pennsylvania, below the 13% average for tracked U.S. destinations.

Generated from this check's data Updated Oct 4, 2026

Lead finding

AI recommends Pennsylvania's permanently closed restaurant Laurel in 16 answers, with all four AI assistants naming it.

The State Museum of Pennsylvania, listed as temporarily closed, is recommended in 7 answers by all four AI assistants. Good 'n Plenty, also permanently closed, still appears in 9 answers from two of the four AI assistants.

Based on the check of October 4, 2026

Stay ahead of AI answers

Follow Pennsylvania

Get a short email when ChatGPT, Claude, Gemini, and Perplexity change what they say about Pennsylvania.

About one email a month
Each one checked by a person before it's sent
Unsubscribe in one click

How AI sees Pennsylvania

Across the prompts we've tracked, AI most consistently associates Pennsylvania with:

outdoor adventure
food scene
outdoor activities
Architecture
outdoors
winter experiences
winter activities
local culture
fine dining

How Pennsylvania benchmarks

Model agreement

Pennsylvania 7%

Tracked U.S. destinations 13%

Confirmed-open rate

Pennsylvania 86%

Tracked U.S. destinations 82%

Each metric shows two bars: Pennsylvania's rate and the average it is compared with, so you can see how it compares. See how these scores are calculated.

Where AI might be wrong

Laurel — Best Winter Experiences Closed

Flagged closed by 1 source, still recommended by Gemini and Perplexity.
Laurel permanently closed after its final night of service on Friday, November 21, 2025, according to The Philadelphia Inquirer.
Source

What AI names when travellers ask about Pennsylvania

The places each assistant names most often, by type of traveller question. Evidence for the findings above, not a travel guide.

Zahav named in 36 of 46 AI answers

rank #1–#5

Vetri Cucina named in 21 of 46 AI answers

rank #1–#7

Kalaya named in 20 of 46 AI answers

rank #1–#5

Bolete named in 18 of 46 AI answers

rank #5–#13

Friday Saturday Sunday named in 16 of 46 AI answers

rank #1–#6

The Rittenhouse Hotel named in 34 of 43 AI answers

rank #1–#5

Nemacolin named in 29 of 43 AI answers

rank #1–#9

Four Seasons Hotel Philadelphia at Comcast Center named in 25 of 43 AI answers

rank #1–#6

The Hotel Hershey named in 23 of 43 AI answers

rank #3–#12

The Ritz-Carlton, Philadelphia named in 23 of 43 AI answers

rank #1–#9

Gettysburg National Military Park named in 34 of 42 AI answers

rank #1–#13

Fallingwater named in 29 of 42 AI answers

rank #3–#14

Philadelphia Museum of Art named in 27 of 42 AI answers

rank #2–#9

Hersheypark named in 23 of 42 AI answers

rank #4–#17

Presque Isle State Park named in 22 of 42 AI answers

rank #4–#20

The Inn at Leola Village named in 28 of 43 AI answers

rank #1–#11

The Rittenhouse Hotel named in 24 of 43 AI answers

rank #1–#9

The Lodge at Woodloch named in 22 of 43 AI answers

rank #1–#4

Nemacolin named in 20 of 43 AI answers

rank #1–#13

The Hotel Hershey named in 19 of 43 AI answers

rank #1–#10

Hersheypark named in 33 of 42 AI answers

rank #1–#11

Please Touch Museum named in 32 of 42 AI answers

rank #1–#12

Crayola Experience named in 31 of 42 AI answers

rank #1–#15

Philadelphia Zoo named in 31 of 42 AI answers

rank #2–#16

Sesame Place named in 30 of 42 AI answers

rank #1–#16

Primanti Bros. named in 43 of 59 AI answers

rank #1–#8

Reading Terminal Market named in 36 of 59 AI answers

rank #1–#9

John's Roast Pork named in 33 of 59 AI answers

rank #1–#7

Central Market named in 28 of 59 AI answers

rank #3–#13

Shady Maple Smorgasbord named in 23 of 59 AI answers

rank #2–#12

See more categories

Reading Terminal Market named in 60 of 76 AI answers

rank #1–#20

Primanti Bros. named in 49 of 76 AI answers

rank #4–#18

John's Roast Pork named in 46 of 76 AI answers

rank #1–#12

Central Market named in 40 of 76 AI answers

rank #2–#22

Zahav named in 35 of 76 AI answers

rank #4–#27

Central Market named in 25 of 62 AI answers

rank #1–#14

Cherry Springs State Park named in 19 of 62 AI answers

rank #4–#16

Reading Terminal Market named in 17 of 62 AI answers

rank #1–#15

Yuengling Brewery named in 16 of 62 AI answers

rank #3–#15

Primanti Bros. named in 15 of 62 AI answers

rank #1–#9

Primanti Bros. named in 35 of 54 AI answers

rank #3–#16

Reading Terminal Market named in 30 of 54 AI answers

rank #1–#9

John's Roast Pork named in 29 of 54 AI answers

rank #1–#7

Dienners Country Restaurant named in 27 of 54 AI answers

rank #1–#11

Shady Maple Smorgasbord named in 24 of 54 AI answers

rank #1–#10

Zahav named in 37 of 53 AI answers

rank #1–#9

Vetri Cucina named in 35 of 53 AI answers

rank #1–#4

Altius named in 30 of 53 AI answers

rank #4–#12

Friday Saturday Sunday named in 24 of 53 AI answers

rank #1–#7

Jean-Georges Philadelphia named in 22 of 53 AI answers

rank #1–#5

Ringing Rocks Park named in 26 of 49 AI answers

rank #1–#12

Kinzua Bridge Skywalk / State Park named in 25 of 49 AI answers

rank #1–#17

Columcille Megalith Park named in 24 of 49 AI answers

rank #2–#14

Centralia named in 21 of 49 AI answers

rank #1–#9

Bushkill Falls or Ricketts Glen State Park named in 20 of 49 AI answers

rank #1–#12

Pittsburgh named in 26 of 47 AI answers

rank #3–#10

Apple Hostels Philadelphia named in 18 of 47 AI answers

rank #1–#9

Days Inn by Wyndham Scranton PA named in 11 of 47 AI answers

rank #3–#14

Red Roof Inn Lancaster named in 11 of 47 AI answers

rank #2–#8

Super 8 named in 11 of 47 AI answers

rank #2–#9

Hershey Lodge named in 29 of 43 AI answers

rank #1–#10

Great Wolf Lodge Poconos named in 24 of 43 AI answers

rank #1–#6

The Hotel Hershey named in 23 of 43 AI answers

rank #2–#11

Kalahari Resorts & Conventions named in 20 of 43 AI answers

rank #1–#10

Camelback Lodge & Aquatopia Indoor Waterpark named in 18 of 43 AI answers

rank #1–#10

Gettysburg National Military Park named in 34 of 43 AI answers

rank #2–#6

Valley Forge National Historical Park named in 34 of 43 AI answers

rank #2–#10

Flight 93 National Memorial named in 23 of 43 AI answers

rank #4–#15

Independence National Historical Park named in 23 of 43 AI answers

rank #1–#14

Fallingwater named in 22 of 43 AI answers

rank #4–#16

Kimpton Hotel Monaco named in 16 of 42 AI answers

rank #2–#7

The Rittenhouse Hotel named in 15 of 42 AI answers

rank #1–#8

Lancaster Arts Hotel named in 14 of 42 AI answers

rank #2–#10

Hotel Fauchère named in 13 of 42 AI answers

rank #1–#9

The Inn at Leola Village named in 13 of 42 AI answers

rank #1–#12

Gettysburg National Military Park named in 32 of 42 AI answers

rank #1–#11

Lancaster County named in 25 of 42 AI answers

rank #1–#6

Fallingwater named in 22 of 42 AI answers

rank #1–#17

Valley Forge National Historical Park named in 18 of 42 AI answers

rank #2–#11

Jim Thorpe named in 17 of 42 AI answers

rank #3–#13

Philadelphia Museum of Art named in 30 of 42 AI answers

rank #1–#4

The Franklin Institute named in 28 of 42 AI answers

rank #1–#6

Reading Terminal Market named in 23 of 42 AI answers

rank #1–#21

Hershey's Chocolate World named in 21 of 42 AI answers

rank #5–#19

Crayola Experience named in 16 of 42 AI answers

rank #4–#23

Altius named in 21 of 42 AI answers

rank #1–#8

Talula’s Garden named in 16 of 42 AI answers

rank #1–#6

Vetri Cucina named in 12 of 42 AI answers

rank #1–#4

French Manor Inn named in 10 of 42 AI answers

rank #4–#15

eleven named in 9 of 42 AI answers

rank #4–#8

Hawk Mountain Sanctuary named in 25 of 42 AI answers

rank #1–#10

Pine Creek Gorge named in 20 of 42 AI answers

rank #1–#9

Bushkill Falls or Ricketts Glen State Park named in 19 of 42 AI answers

rank #2–#13

Mount Davis named in 19 of 42 AI answers

rank #1–#10

Hyner View State Park named in 18 of 42 AI answers

rank #1–#11

Blue Mountain Resort named in 22 of 42 AI answers

rank #1–#4

Seven Springs Mountain Resort named in 21 of 42 AI answers

rank #1–#6

Bushkill Falls or Ricketts Glen State Park named in 18 of 42 AI answers

rank #3–#14

Camelback Mountain named in 15 of 42 AI answers

rank #1–#5

Longwood Gardens named in 15 of 42 AI answers

rank #3–#23

Where Perplexity's answers about Pennsylvania come from

Perplexity cited visitpa.com, Pennsylvania's official tourism site, in 39 of 60 answers about Pennsylvania in the October check (65%), about the same as in August (63%).

The web domains Perplexity's live search pulled most while answering tracked travel questions about Pennsylvania (last 90 days). ChatGPT, Claude and Gemini aren't grounded in our tracking yet. See the network-wide ranking.

How AI assistants represent Pennsylvania

What this check tells you

AI recommends Pennsylvania's permanently closed restaurant Laurel in 16 answers, with all four AI assistants naming it.

Follow Pennsylvania

How AI sees Pennsylvania

How Pennsylvania benchmarks

Where AI might be wrong

What AI names when travellers ask about Pennsylvania

Best Restaurants

Best Luxury Hotels

Must-See Attractions

Best Romantic Hotels

Best Attractions for Families

Best Budget-Friendly Restaurants

Best Food Experiences

Best Local Experiences

Best Local or Traditional Restaurants

Best Fine-Dining Restaurants

Best Hidden Gems

Best Budget Hotels

Best Family Hotels

Best Historical Attractions

Best Boutique Hotels

Best Day Trips

Best Rainy-Day Attractions

Best Restaurants for Couples

Best Viewpoints

Best Winter Experiences

Where Perplexity's answers about Pennsylvania come from

Other U.S. destinations TakeScout tracks

New Orleans

New York City

San Francisco

West Virginia

Charleston