Key takeaways
What this check tells you
Concentration
In Best Family Hotels, the top 3 properties capture 42.9% of mentions versus the 25% they'd get if AI spread recommendations evenly across the category.
Concentration
Best Luxury Hotels shows similarly tight concentration, with The Ritz-Carlton, The Fairmont, and Four Seasons taking 40.9% of mentions against an even-split baseline of 27.3%.
Volatility
Best Local Experiences is the most volatile category tracked, with 67 of 43 tracked entities moving between checks.
Volatility
Best Food Experiences also shifted heavily day over day, with 65 of 33 tracked entities changing position.
Lead finding
San Francisco's AI concentration finding hits 107%, while its distinctiveness score of 40% nearly doubles the 22% network average.
San Francisco stands out sharply in how AI assistants concentrate their attention on it, posting a 107% concentration finding that signals outsized visibility. Its distinctiveness score of 40% far outpaces the 22% network average, showing AI assistants describe the city in ways that feel distinctly its own. Sentiment across 182 rated mentions is overwhelmingly positive at 97%, with virtually no negative framing. Supporting themes like art and activism, Asian culinary traditions, and best lookouts reinforce a rich, multifaceted AI narrative around the destination.
How AI sees San Francisco
Across the prompts we've tracked, AI most consistently associates San Francisco with:
- Fine Dining
- Food and Drink
- affordable dining
- affordable eats
- affordable lodging
- affordable lodging strategies
- Ambitious Wildcard
- art and activism
How San Francisco benchmarks
Confirmed-open rate
San Francisco
94%
Network average
81%
Distinctiveness
San Francisco
10%
Network average
10%
Presence rate
San Francisco
75%
Network average
11%
San Francisco's 10% distinctiveness score compares to the 10% network average, a strong edge in how uniquely AI assistants describe the destination.
Each metric shows two bars: San Francisco's rate and the network average for that metric, so you can see how it compares. See how these scores are calculated.
Presence beyond San Francisco-specific questions
How often San Francisco comes up in regional and national AI questions that aren't specifically about it (out of 12 tracked questions, as of Sep 28, 2026):
See all questions
Two-Week Must-See Itinerary in the United States — Direct
Recommendation
Two-Week Must-See Itinerary in the United States — Conversational
Recommendation
Two-Week Must-See Itinerary in the United States — Recommendation
Recommendation
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
Recommendation
Best Foodie Cities in the United States — Conversational
Recommendation
Best Foodie Cities in the United States — Recommendation
Recommendation
Best Romantic Weekend Destinations in the United States — Direct
Recommendation
Best Romantic Weekend Destinations in the United States — Conversational
Recommendation
Best Romantic Weekend Destinations in the United States — Recommendation
Recommendation
Where AI might be wrong
Sutro Baths
— Best Hidden Gems
Closed
Flagged closed by 1 source, still recommended by Claude Sonnet 5 and GPT-4o.
The National Park Service states that the Sutro Baths swimming complex was permanently closed in 1966; only its concrete ruins remain today as part of the Golden Gate National Recreation Area.
Source
Top picks by traveler intent
State Bird Provisions
21 of 30
rank #2–#12
Zuni Café
17 of 30
rank #1–#13
Benu
16 of 30
rank #1–#10
Atelier Crenn
15 of 30
rank #1–#12
Quince
13 of 30
rank #1–#10
Swan Oyster Depot
13 of 30
rank #1–#15
Tartine Bakery / Tartine Manufactory
13 of 30
rank #2–#17
La Taqueria
12 of 30
rank #4–#16
Four Seasons Hotel San Francisco at Embarcadero
21 of 30
rank #1–#10
The Fairmont San Francisco
21 of 30
rank #1–#7
The Ritz-Carlton San Francisco
21 of 30
rank #1–#5
The St. Regis San Francisco
21 of 30
rank #1–#7
Palace Hotel
16 of 30
rank #3–#9
Campton Place
8 of 30
rank #3–#8
Hotel Nikko San Francisco
8 of 30
rank #4–#11
The Battery
7 of 30
rank #6–#10
Alcatraz Island
21 of 30
#2 every time
Chinatown
21 of 30
rank #4–#5
Golden Gate Bridge
21 of 30
#1 every time
Golden Gate Park and Lands End
21 of 30
rank #3–#14
Pier 39 and Fisherman's Wharf
20 of 30
rank #3–#12
Mission District
18 of 30
rank #2–#14
Lombard Street
17 of 30
rank #5–#12
Painted Ladies
17 of 30
rank #1–#14
Hotel Drisco
20 of 30
rank #1–#9
The Fairmont San Francisco
19 of 30
rank #1–#5
The Ritz-Carlton San Francisco
18 of 30
rank #1–#6
Four Seasons Hotel San Francisco at Embarcadero
13 of 30
rank #1–#8
Inn at the Presidio
13 of 30
rank #1–#8
Cavallo Point Lodge
11 of 30
rank #3–#7
Argonaut Hotel
9 of 30
rank #5–#9
Palace Hotel
7 of 30
rank #3–#7
The Exploratorium
21 of 30
rank #1–#6
California Academy of Sciences
20 of 30
rank #1–#5
Pier 39 and Fisherman's Wharf
20 of 30
rank #1–#11
Golden Gate Park and Lands End
19 of 30
rank #1–#12
San Francisco Zoo & Gardens
17 of 30
rank #2–#10
Historic Cable Car Ride
13 of 30
rank #4–#12
Alcatraz Island
12 of 30
rank #4–#10
Children’s Creativity Museum
11 of 30
rank #3–#13
El Farolito
24 of 37
rank #1–#9
Good Mong Kok Bakery
23 of 37
rank #2–#9
Golden Boy Pizza
22 of 37
rank #2–#9
Saigon Sandwich
21 of 37
rank #1–#14
La Taqueria
15 of 37
rank #1–#5
San Tung
10 of 37
rank #4–#9
Beep’s Burgers
8 of 37
rank #1–#11
See more categories
Mission District
18 of 38
rank #1–#5
Golden Gate Park and Lands End
15 of 38
rank #2–#16
El Farolito
14 of 38
rank #1–#11
La Taqueria
14 of 38
rank #2–#13
Lands End Trail
13 of 38
rank #4–#26
Dolores Park
11 of 38
rank #1–#16
Chinatown
10 of 38
rank #2–#9
Bernal Heights Rock
9 of 38
rank #1–#16
Alcatraz Island
25 of 34
rank #1–#4
Chinatown
23 of 34
rank #3–#10
Mission Dolores
19 of 34
rank #1–#5
Palace of Fine Arts
19 of 34
rank #6–#13
The Presidio of San Francisco
19 of 34
rank #1–#14
Golden Gate Bridge
18 of 34
rank #1–#8
Coit Tower
14 of 34
rank #3–#12
San Francisco Cable Cars
14 of 34
rank #1–#12
La Taqueria
19 of 33
rank #1–#10
State Bird Provisions
19 of 33
rank #1–#27
Tartine Bakery / Tartine Manufactory
18 of 33
rank #2–#29
El Farolito
16 of 33
rank #2–#11
Swan Oyster Depot
16 of 33
rank #1–#16
Ferry Building Marketplace
15 of 33
rank #1–#20
Zuni Café
15 of 33
rank #2–#25
Atelier Crenn
14 of 33
rank #3–#18
Hotel Drisco
15 of 32
rank #1–#10
Hotel Kabuki
14 of 32
rank #1–#8
The Phoenix Hotel
12 of 32
rank #2–#10
White Swan Inn
11 of 32
rank #2–#10
San Francisco Proper Hotel
10 of 32
rank #1–#6
The Battery
9 of 32
rank #2–#8
Hotel Bohème
8 of 32
rank #1–#7
Hotel Zeppelin
8 of 32
rank #1–#11
The Wave Organ
24 of 32
rank #1–#12
16th Avenue Tiled Steps & Grandview Park
19 of 32
rank #1–#13
Balmy Alley
15 of 32
rank #3–#14
Seward Street Slides
15 of 32
rank #1–#11
Labyrinth at Land’s End
10 of 32
rank #2–#13
Glen Canyon Park
9 of 32
rank #2–#6
San Francisco Columbarium
9 of 32
rank #4–#16
Cayuga Park
8 of 32
rank #4–#17
La Taqueria
20 of 32
rank #1–#9
Swan Oyster Depot
18 of 32
rank #1–#10
Tadich Grill
18 of 32
rank #1–#10
El Farolito
14 of 32
rank #2–#9
House of Prime Rib
14 of 32
rank #1–#9
Sotto Mare
11 of 32
rank #1–#11
Boudin Bakery Museum & Cafe
10 of 32
rank #4–#12
Zuni Café
10 of 32
rank #1–#14
Atelier Crenn
22 of 31
rank #1–#3
Quince
22 of 31
rank #1–#4
Lazy Bear
19 of 31
rank #4–#8
Saison
19 of 31
rank #1–#9
Acquerello
18 of 31
rank #5–#9
Californios
13 of 31
rank #3–#11
Gary Danko
13 of 31
rank #5–#9
Twin Peaks
22 of 31
rank #1–#5
Coit Tower
21 of 31
rank #2–#13
Bernal Heights Park
20 of 31
rank #2–#12
Battery Spencer
18 of 31
rank #1–#8
Alamo Square Park
15 of 31
rank #5–#13
Baker Beach
11 of 31
rank #3–#9
Corona Heights Park
11 of 31
rank #3–#11
Crissy Field
10 of 31
rank #3–#11
HI San Francisco Downtown
11 of 30
rank #1–#6
Green Tortoise Hostel
10 of 30
rank #2–#7
The Mosser Hotel
10 of 30
rank #1–#4
HI San Francisco Fisherman’s Wharf Hostel
6 of 30
rank #1–#6
Beck’s Motor Lodge
4 of 30
rank #1–#7
Good Hotel
4 of 30
rank #5–#7
Grant Plaza Hotel
4 of 30
rank #1–#5
Hotel Des Arts
4 of 30
rank #1–#3
Napa Valley
21 of 30
rank #1–#8
Sausalito
21 of 30
rank #1–#9
Point Reyes
19 of 30
rank #2–#8
Monterey
18 of 30
rank #4–#12
Santa Cruz Beach Boardwalk
18 of 30
rank #4–#13
Half Moon Bay
17 of 30
rank #3–#9
Muir Woods National Monument
14 of 30
rank #1–#6
Sonoma County
13 of 30
rank #2–#9
The Fairmont San Francisco
17 of 30
rank #1–#8
Argonaut Hotel
16 of 30
rank #1–#7
Hotel Zephyr
14 of 30
rank #1–#8
Hyatt Regency San Francisco
13 of 30
rank #1–#6
Handlery Union Square Hotel
9 of 30
rank #2–#6
Hotel Del Sol
7 of 30
rank #1–#8
Hotel Nikko San Francisco
7 of 30
rank #1–#8
Kimpton Alton Hotel
6 of 30
rank #4–#8
The Exploratorium
21 of 30
rank #1–#8
California Academy of Sciences
19 of 30
rank #1–#4
Ferry Building Marketplace
19 of 30
rank #3–#13
de Young Museum
17 of 30
rank #1–#6
Asian Art Museum
13 of 30
rank #4–#12
San Francisco Museum of Modern Art
12 of 30
rank #1–#3
Aquarium of the Bay
10 of 30
rank #5–#10
Kabuki Springs & Spa
10 of 30
rank #8–#16
Foreign Cinema
19 of 30
rank #1–#12
Acquerello
17 of 30
rank #2–#9
Quince
14 of 30
rank #1–#3
Atelier Crenn
13 of 30
rank #1–#7
Waterbar
13 of 30
rank #1–#13
Gary Danko
10 of 30
rank #1–#7
Kokkari Estiatorio
10 of 30
rank #1–#10
Mourad
7 of 30
rank #4–#10
California Academy of Sciences
15 of 30
rank #1–#19
The Exploratorium
14 of 30
rank #2–#17
Union Square Ice Skating
12 of 30
rank #1–#9
Ferry Building Marketplace
11 of 30
rank #2–#18
Golden Gate Park and Lands End
10 of 30
rank #1–#8
Muir Woods National Monument
10 of 30
rank #3–#13
SFMOMA
10 of 30
rank #4–#20
de Young Museum
9 of 30
rank #4–#16
Where Perplexity's answers about San Francisco come from
The web domains Perplexity's live search pulled most while answering tracked travel questions about
San Francisco (last 90 days). ChatGPT, Claude and Gemini aren't grounded in our tracking yet.
See the network-wide ranking.
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