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Moûsa

Pre-registered benchmark

How well do AI agents know an audience?

Twenty audiences, each named by two works or people. Claude Code, Codex and Kiro each froze their own prediction of what every audience loves, with no access to Qloo. The predictions were committed to the public repository, and only then did Qloo measure each audience. The protocol, fixed before any run.

The measures

Both shares are bounded by the two lists' sizes: an agent names three to six works per domain, and Qloo measures about sixty to eighty in all. Read them together.

AgentRunsKnown share: measured works the guess namedConfirmed share: guessed works Qloo measuredH1: known below 15%H2: confirmed below 25%
Claude Code
claude-opus-5-5[1m]
20 6.8%
5.2% to 8.5%
16.1%
12.3% to 20.0%
supportedsupported
Codex
gpt-6.1-sol (reasoning effort high)
20 4.7%
3.2% to 6.1%
13.9%
9.7% to 18.2%
supportedsupported
Kiro
claude-opus-5.5
20 6.6%
5.2% to 8.0%
15.8%
12.4% to 19.3%
supportedsupported

Means over audiences, each weighted equally, with 95% bootstrap intervals (10000 resamples, seed 20261023). 20 of 20 audiences could be measured.

By domain

Pooled over audiences: of the works Qloo measured in each domain, how many the guesses named.

DomainClaude CodeCodexKiro
Brands5.1% (20 of 396)2.8% (11 of 396)4.8% (19 of 396)
Films4.5% (18 of 399)3.3% (13 of 399)4.3% (17 of 399)
Music11.5% (23 of 200)9.5% (19 of 200)11.5% (23 of 200)
Books5.5% (11 of 200)2.0% (4 of 200)5.0% (10 of 200)
TV11.5% (23 of 200)9.0% (18 of 200)11.5% (23 of 200)

Every audience

What each agent's sealed guess named, and on request the names on both sides: up to six measured works per domain, marked new or predicted.

Paterson and Nujabes

  • Claude Code named 2 of the 69 works Qloo measured
  • Codex named 3 of the 69 works Qloo measured
  • Kiro named 2 of the 69 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: LA Kings Starbucks Uniqlo The North Face Apple Inc Foursquare

Claude Code guessed: Muji, Moleskine, Blue Bottle Coffee, Kinfolk, Criterion Collection, Uniqlo

Codex guessed: MUJI, KINTO, TRAVELER'S COMPANY, UNIQLO, Blue Bottle Coffee

Kiro guessed: Blue Bottle Coffee, Muji, Moleskine, Kinfolk, Criterion Collection, Aesop

Films

Qloo measured: Anomalisa Frances Ha The Lobster Synecdoche, New York 20th Century Women Youth

Claude Code guessed: Perfect Days, Lost in Translation, Columbus, Ghost Dog: The Way of the Samurai, Paris, Texas, Before Sunrise

Codex guessed: Perfect Days, Columbus, Old Joy, After Life, Mystery Train

Kiro guessed: Perfect Days, Lost in Translation, Only Lovers Left Alive, Coffee and Cigarettes, Chungking Express, In the Mood for Love

Music

Qloo measured: Neutral Milk Hotel Madvillain the Microphones Mount Eerie J Dilla Nick Drake

Claude Code guessed: J Dilla, Fat Jon, Shingo Nakamura, Nomak, Uyama Hiroto, Tom Misch

Codex guessed: Uyama Hiroto, J Dilla, DJ Okawari, Bill Evans, Shing02

Kiro guessed: J Dilla, Fat Jon, Nomak, Uyama Hiroto, Shing02, Khruangbin

Books

Qloo measured: Island Zen and the Art of Motorcycle Maintenance: An Inquiry Into Values (Phaedrus, #1) Brave New World The God Delusion One Flew Over the Cuckoo's Nest 1984

Claude Code guessed: Lunch Poems, Norwegian Wood, Kitchen, The Remains of the Day, Stoner, Spring Snow

Codex guessed: Devotions by Mary Oliver, Kitchen by Banana Yoshimoto, The Book of Disquiet by Fernando Pessoa, The Summer Book by Tove Jansson, A Coney Island of the Mind by Lawrence Ferlinghetti

Kiro guessed: Lunch Poems, Norwegian Wood, Spring Snow, Kafka on the Shore, Spring and All, Tokyo Ueno Station

TV

Qloo measured: The 1st Shop of Coffee Prince Melloga Chejil Welcome to the N.H.K. My Mister Katanagatari Something in the Rain

Claude Code guessed: Samurai Champloo, Midnight Diner: Tokyo Stories, Cowboy Bebop, Atlanta, Twin Peaks

Codex guessed: Midnight Diner, Detectorists, Joe Pera Talks with You, Mushishi, Samurai Champloo

Kiro guessed: Samurai Champloo, Midnight Diner: Tokyo Stories, Cowboy Bebop, Atlanta, Master of None

Hollow Knight and Spirited Away

  • Claude Code named 6 of the 70 works Qloo measured
  • Codex named 5 of the 70 works Qloo measured
  • Kiro named 6 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Playstation Xbox Razer Twitch Nvidia Electronic Arts

Claude Code guessed: Studio Ghibli, Nintendo, Team Cherry, Annapurna Interactive, Moleskine, Uniqlo

Codex guessed: MUJI, Moomin, Nintendo, Midori

Kiro guessed: Studio Ghibli, Nintendo, Team Cherry, Moleskine, Uniqlo, Muji

Films

Qloo measured: My Neighbor Totoro Princess Mononoke Howl's Moving Castle Kiki's Delivery Service The Wind Rises The Tale of The Princess Kaguya

Claude Code guessed: My Neighbor Totoro, Princess Mononoke, Howl's Moving Castle, Pan's Labyrinth, Coraline, The Secret of Kells

Codex guessed: My Neighbor Totoro, Princess Mononoke, Howl's Moving Castle, Song of the Sea

Kiro guessed: My Neighbor Totoro, Princess Mononoke, Howl's Moving Castle, Coraline, Pan's Labyrinth, Wolfwalkers

Music

Qloo measured: Car Seat Headrest Talking Heads Fiona Apple Neutral Milk Hotel Mitski Björk

Claude Code guessed: Joe Hisaishi, Christopher Larkin, Lena Raine, Darren Korb, Austin Wintory, Sigur Rós

Codex guessed: Joe Hisaishi, Ichiko Aoba, Nujabes, Agnes Obel

Kiro guessed: Joe Hisaishi, Christopher Larkin, Lena Raine, Toby Fox, Aurora, Ludovico Einaudi

Books

Qloo measured: American Gods Neverwhere (London Below, #1) Coraline The Graveyard Book Good Omens: The Nice and Accurate Prophecies of Agnes Nutter, Witch Norse Mythology

Claude Code guessed: The Hobbit, A Wizard of Earthsea, The Night Circus, Piranesi, The Ocean at the End of the Lane

Codex guessed: Moominland Midwinter, A Wizard of Earthsea, The Girl Who Drank the Moon

Kiro guessed: The Hobbit, The Ocean at the End of the Lane, A Wizard of Earthsea, The Little Prince

TV

Qloo measured: Fruits Basket Grimgar, Ashes and Illusions Toilet-bound Hanako-kun The Ancient Magus' Bride The Disastrous Life of Saiki K. Yona of the Dawn

Claude Code guessed: Over the Garden Wall, Avatar: The Last Airbender, Arcane, Mushishi, Hilda, Castlevania

Codex guessed: Mushishi, Over the Garden Wall, Hilda, Adventure Time

Kiro guessed: Avatar: The Last Airbender, Over the Garden Wall, Arcane, Mushishi, Hilda, Gravity Falls

Taylor Swift and Gilmore Girls

  • Claude Code named 3 of the 69 works Qloo measured
  • Codex named 1 of the 69 works Qloo measured
  • Kiro named 2 of the 69 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Starbucks Victoria's Secret Urban Outfitters Gap Abercrombie & Fitch Antonio Banderas

Claude Code guessed: Starbucks, Urban Outfitters, Free People, Madewell, Barnes & Noble, Polaroid

Codex guessed: Anthropologie, Sézane, Rifle Paper Co., Free People, Penguin Books

Kiro guessed: Starbucks, Trader Joe's, Barnes & Noble, Urban Outfitters, Free People, Anthropologie

Films

Qloo measured: Love, Rosie The Sisterhood of the Traveling Pants 2 The Sisterhood of the Traveling Pants Letters to Juliet 10 Things I Hate About You Naomi and Ely's No Kiss List

Claude Code guessed: You've Got Mail, Little Women, When Harry Met Sally..., Pride & Prejudice, The Holiday, 10 Things I Hate About You

Codex guessed: You've Got Mail, Little Women (2019), When Harry Met Sally..., Pride & Prejudice (2005), The Holiday

Kiro guessed: Little Women, Pride & Prejudice, You've Got Mail, When Harry Met Sally..., The Holiday, Notting Hill

Music

Qloo measured: Katy Perry Taylor Swift Adele Maroon 5 Kelly Clarkson Christina Perri

Claude Code guessed: Phoebe Bridgers, Olivia Rodrigo, Lana Del Rey, Lorde, Gracie Abrams, Sabrina Carpenter

Codex guessed: Phoebe Bridgers, Lana Del Rey, Kacey Musgraves, Gracie Abrams, Carole King

Kiro guessed: Olivia Rodrigo, Phoebe Bridgers, Lana Del Rey, Sabrina Carpenter, Gracie Abrams, Lorde

Books

Qloo measured: City of Glass (The Mortal Instruments, #3) City of Fallen Angels (The Mortal Instruments, #4) Clockwork Prince (The Infernal Devices, #2) Clockwork Princess (The Infernal Devices, #3) City of Lost Souls (The Mortal Instruments, #5) Clockwork Angel (The Infernal Devices, #1)

Claude Code guessed: The Seven Husbands of Evelyn Hugo, Normal People, Beach Read, Jane Eyre

Codex guessed: Pride and Prejudice, Little Women, Normal People, Book Lovers, Anne of Green Gables

Kiro guessed: Normal People, The Seven Husbands of Evelyn Hugo, It Ends with Us, The Secret History

TV

Qloo measured: Gilmore Girls: A Year in the Life Bunheads Everwood October Road Younger Hart of Dixie

Claude Code guessed: Gossip Girl, Friends, One Tree Hill, Grey's Anatomy, Ginny & Georgia, New Girl

Codex guessed: The Marvelous Mrs. Maisel, Hart of Dixie, New Girl, Dawson's Creek, Felicity

Kiro guessed: Friends, Grey's Anatomy, Gossip Girl, The Office, Bridgerton, Virgin River

Kendrick Lamar and Insecure

  • Claude Code named 7 of the 70 works Qloo measured
  • Codex named 7 of the 70 works Qloo measured
  • Kiro named 8 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Urban Outfitters Gucci Victoria's Secret Tommy Hilfiger Calvin Klein Louis Vuitton

Claude Code guessed: Nike, Telfar, Fear of God, Apple, Spotify, Glossier

Codex guessed: Patta, Noah, Converse, Stüssy, Thebe Magugu

Kiro guessed: Nike, Fenty Beauty, Telfar, Aimé Leon Dore, Apple, Patagonia

Films

Qloo measured: Blindspotting BlacKkKlansman Mid90s The Last Black Man in San Francisco Don't Worry, He Won't Get Far on Foot If Beale Street Could Talk

Claude Code guessed: Moonlight, Get Out, Sorry to Bother You, Black Panther, Boyz n the Hood, Queen & Slim

Codex guessed: Moonlight, Do the Right Thing, Love & Basketball, If Beale Street Could Talk, The Last Black Man in San Francisco

Kiro guessed: Moonlight, Get Out, Black Panther, Sorry to Bother You, Queen & Slim, If Beale Street Could Talk

Music

Qloo measured: Frank Ocean The Internet Jhené Aiko Solange Tyler, the Creator PARTYNEXTDOOR

Claude Code guessed: SZA, J. Cole, Frank Ocean, Solange, Anderson .Paak, Childish Gambino

Codex guessed: SZA, Solange, Frank Ocean, Noname, Anderson .Paak

Kiro guessed: SZA, J. Cole, Solange, Frank Ocean, Anderson .Paak, Childish Gambino

Books

Qloo measured: This Is What America Looks Like: My Journey from Refugee to Congresswoman Halfway Home: Race, Punishment, and the Afterlife of Mass Incarceration Black Magic: What Black Leaders Learned from Trauma and Triumph Both/And: A Memoir Unbound: My Story of Liberation and the Birth of the Me Too Movement It Was All a Dream: Biggie and the World That Made Him

Claude Code guessed: Between the World and Me, The Fire Next Time, Their Eyes Were Watching God, Beloved, The Bluest Eye

Codex guessed: The Vanishing Half, All About Love: New Visions, Such a Fun Age, Between the World and Me, Open Water

Kiro guessed: Between the World and Me, The Fire Next Time, Their Eyes Were Watching God, Beloved, Becoming

TV

Qloo measured: Atlanta She's Gotta Have It Being Mary Jane The Chi Harlem Survivor's Remorse

Claude Code guessed: Atlanta, Abbott Elementary, Dear White People, Master of None, I May Destroy You, Black-ish

Codex guessed: Atlanta, Ramy, Rap Sh!t, Chewing Gum, Abbott Elementary

Kiro guessed: Atlanta, Master of None, Dear White People, Black-ish, Abbott Elementary, Random Acts of Flyness

Succession and Radiohead

  • Claude Code named 7 of the 70 works Qloo measured
  • Codex named 2 of the 70 works Qloo measured
  • Kiro named 4 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: GoPro The North Face Patagonia Red Bull Tesla Aston Martin

Claude Code guessed: Aesop, Apple, Muji, A.P.C., Loro Piana, Criterion Collection

Codex guessed: Aesop, Margaret Howell, COS, Comme des Garçons

Kiro guessed: Aesop, A24, Le Labo, Muji, Criterion Collection, Loro Piana

Films

Qloo measured: Eastern Promises Before the Devil Knows You're Dead Children of Men In Bruges A History of Violence Layer Cake

Claude Code guessed: There Will Be Blood, Parasite, Phantom Thread, Eternal Sunshine of the Spotless Mind, The Social Network, Children of Men

Codex guessed: There Will Be Blood, The Social Network, The Lobster, Phantom Thread, The Master

Kiro guessed: The Social Network, There Will Be Blood, Phantom Thread, Eternal Sunshine of the Spotless Mind, Parasite, The Banshees of Inisherin

Music

Qloo measured: PJ Harvey Arcade Fire Thom Yorke Sufjan Stevens Pixies Blur

Claude Code guessed: Thom Yorke, Portishead, Björk, Sigur Rós, LCD Soundsystem, Arcade Fire

Codex guessed: Portishead, Massive Attack, Björk, Talking Heads, Aphex Twin

Kiro guessed: Thom Yorke, Portishead, Bon Iver, The National, Björk, Arcade Fire

Books

Qloo measured: Glastonbury 50: The Official Story of Glastonbury Festival Theroux the Keyhole The Luckiest Guy Alive Don't Laugh, It'll Only Encourage Her Cunk on Everything: The Encyclopedia Philomena All Cheeses Great and Small: A Not So Everyday Story of Country Folk

Claude Code guessed: The Bonfire of the Vanities, The Secret History, Never Let Me Go, American Psycho, White Noise

Codex guessed: The Corrections, White Noise, Normal People, Never Let Me Go, The Secret History

Kiro guessed: The Secret History, Infinite Jest, Normal People, The Bonfire of the Vanities, Stoner, Barbarian Days

TV

Qloo measured: Black Mirror Fleishman Is in Trouble Fleabag Severance Beef The Bear

Claude Code guessed: The White Lotus, Mad Men, Veep, Severance, Fleabag, The Sopranos

Codex guessed: Severance, Industry, The White Lotus, Mad Men, Peep Show

Kiro guessed: The White Lotus, Veep, Mad Men, Severance, The Sopranos, Industry

Dune: Part Two and Brian Eno

  • Claude Code named 5 of the 70 works Qloo measured
  • Codex named 4 of the 70 works Qloo measured
  • Kiro named 5 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Tesla Apple Inc Porsche Aston Martin Mercedes-benz Lamborghini

Claude Code guessed: Aesop, Muji, Teenage Engineering, Criterion Collection, Bang & Olufsen, Kinfolk

Codex guessed: Aesop, MUJI, Bang & Olufsen, Noma t.d.

Kiro guessed: Aesop, Teenage Engineering, Muji, Criterion Collection, Bang & Olufsen, Kinfolk

Films

Qloo measured: Asteroid City Everything Everywhere All at Once Poor Things Enter the Void Dune Synecdoche, New York

Claude Code guessed: Blade Runner 2049, Arrival, Dune (2021), Interstellar, 2001: A Space Odyssey, Lawrence of Arabia

Codex guessed: Arrival, Blade Runner 2049, Stalker, Koyaanisqatsi, 2001: A Space Odyssey

Kiro guessed: Arrival, Blade Runner 2049, Dune, 2001: A Space Odyssey, Stalker, Interstellar

Music

Qloo measured: Anna Homler Harold Budd Steve Reich Roger Eno 坂本龍一 Aphex Twin

Claude Code guessed: Hans Zimmer, Jóhann Jóhannsson, Talking Heads, David Bowie, Harold Budd, Aphex Twin

Codex guessed: Harold Budd, Hiroshi Yoshimura, Ryuichi Sakamoto, Jon Hopkins, Stars of the Lid

Kiro guessed: Hans Zimmer, Jóhann Jóhannsson, Harold Budd, Aphex Twin, Talking Heads, David Bowie

Books

Qloo measured: The LEGO Story: How a Little Toy Sparked the World's Imagination Vaxxers Atoms and Ashes: A Global History of Nuclear Disasters And Then It Fell Apart Breaking News: The Remaking of Journalism and Why It Matters Now Spike: The Virus vs. The People - the Inside Story

Claude Code guessed: Dune (Frank Herbert), The Left Hand of Darkness, Foundation, Oblique Strategies, Hyperion, The Dispossessed

Codex guessed: Dune, Solaris, The Dispossessed, Invisible Cities, The Overstory

Kiro guessed: The Left Hand of Darkness, Solaris, Foundation, Annihilation

TV

Qloo measured: Electric Dreams Tales from the Loop The First Childhood's End The Man in the High Castle Humans

Claude Code guessed: Severance, Andor, Station Eleven, Twin Peaks, Westworld

Codex guessed: Scavengers Reign, Severance, Devs, Tales from the Loop

Kiro guessed: Severance, Station Eleven, Westworld, Twin Peaks

Bad Bunny and Narcos

  • Claude Code named 5 of the 70 works Qloo measured
  • Codex named 4 of the 70 works Qloo measured
  • Kiro named 7 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Puma Lamborghini Adidas Ray-ban Jeep Mercedes-benz

Claude Code guessed: Jordan, Supreme, Adidas, Corona, Crocs, Telemundo

Codex guessed: adidas, Nike, Carhartt WIP, Diesel

Kiro guessed: Nike, Jordan, Adidas, Supreme, Corona, Puma

Films

Qloo measured: The Irishman Sicario: Day of the Soldado Triple Frontier John Wick: Chapter 3 - Parabellum The Equalizer 2 Molly's Game

Claude Code guessed: Scarface, City of God, Sicario, Blow, Y Tu Mamá También, Amores Perros

Codex guessed: City of God, Scarface, Amores Perros, Training Day, Goodfellas

Kiro guessed: Scarface, City of God, Blow, Sicario, Maria Full of Grace, Bullet Train

Music

Qloo measured: Farruko Yandel Romeo Santos Nio Garcia Anuel AA Myke Towers

Claude Code guessed: J Balvin, Rauw Alejandro, Karol G, Daddy Yankee, Anuel AA, Ozuna

Codex guessed: Rauw Alejandro, J Balvin, Tainy, KAROL G, Daddy Yankee

Kiro guessed: J Balvin, Rauw Alejandro, Karol G, Daddy Yankee, Ozuna, Myke Towers

Books

Qloo measured: The Miracle of St. Anthony: A Season with Coach Bob Hurley and Basketball's Most Improbable Dynasty Let Me Tell You a Story: A Lifetime in the Game The Last Great Game: Duke vs. Kentucky and the 2.1 Seconds That Changed Basketball Fab Five: Basketball, Trash Talk, The American Dream Pistol: The Life of Pete Maravich The Punch: One Night, Two Lives, and the Fight That Changed Basketball Forever

Claude Code guessed: One Hundred Years of Solitude, News of a Kidnapping, Killing Pablo, The Power of the Dog, Narcoland

Codex guessed: One Hundred Years of Solitude, The Power of the Dog, The Brief Wondrous Life of Oscar Wao, The Queen of the South

Kiro guessed: Killing Pablo, The Cartel, One Hundred Years of Solitude, News of a Kidnapping, Narconomics

TV

Qloo measured: Spotless El Chapo McMafia The Shadow Line Gangland Undercover Quarry

Claude Code guessed: Narcos: Mexico, Breaking Bad, Ozark, El Chapo, Queen of the South, Money Heist

Codex guessed: Narcos: Mexico, Breaking Bad, Top Boy, El Chapo, Better Call Saul

Kiro guessed: Narcos: Mexico, Breaking Bad, Queen of the South, El Chapo, Ozark, Money Heist

The Office and Parks and Recreation

  • Claude Code named 9 of the 70 works Qloo measured
  • Codex named 7 of the 70 works Qloo measured
  • Kiro named 8 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Google Foursquare Uber Square GoDaddy The Onion

Claude Code guessed: Dunder Mifflin (licensed merch), Trader Joe's, Target, Etsy, Funko, Netflix

Codex guessed: Trader Joe's, IKEA, Converse, Uniqlo, LEGO

Kiro guessed: Dunder Mifflin, Trader Joe's, Target, Starbucks, Etsy, Netflix

Films

Qloo measured: Hot Rod I Love You, Man Forgetting Sarah Marshall Anchorman: The Legend of Ron Burgundy Superbad Napoleon Dynamite

Claude Code guessed: Napoleon Dynamite, Anchorman: The Legend of Ron Burgundy, Office Space, Step Brothers, Superbad, Bridesmaids

Codex guessed: Office Space, Best in Show, School of Rock, The Grand Budapest Hotel, Little Miss Sunshine

Kiro guessed: Anchorman: The Legend of Ron Burgundy, Step Brothers, Superbad, Bridesmaids, The 40-Year-Old Virgin, 21 Jump Street

Music

Qloo measured: The Shins Modest Mouse Spoon The Decemberists Bright Eyes Sufjan Stevens

Claude Code guessed: Taylor Swift, Death Cab for Cutie, Mumford & Sons, Vampire Weekend, Lizzo, Fleetwood Mac

Codex guessed: Vampire Weekend, The Decemberists, Death Cab for Cutie, Belle and Sebastian, Fleetwood Mac

Kiro guessed: Taylor Swift, Vampire Weekend, Andy Grammer, Lin-Manuel Miranda, The Lumineers

Books

Qloo measured: Freakonomics: A Rogue Economist Explores the Hidden Side of Everything The Signal and the Noise: Why So Many Predictions Fail—But Some Don't Too Big to Fail: The Inside Story of How Wall Street and Washington Fought to Save the Financial System from Crisis — and Themselves Eating the Dinosaur In Fifty Years We'll All Be Chicks . . . And Other Complaints from an Angry Middle-Aged White Guy The Quants: How a New Breed of Math Whizzes Conquered Wall Street and Nearly Destroyed It

Claude Code guessed: Yes Please, Bossypants, Is Everyone Hanging Out Without Me?, Paddle Your Own Canoe, Good Omens

Codex guessed: Bossypants, Yes Please, Is Everyone Hanging Out Without Me? (And Other Concerns), The Hitchhiker's Guide to the Galaxy, A Man Called Ove

Kiro guessed: Yes Please, Bossypants, Is Everyone Hanging Out Without Me?, The Hitchhiker's Guide to the Galaxy, Paddle Your Own Canoe

TV

Qloo measured: Arrested Development Community Brooklyn Nine-Nine 30 Rock It's Always Sunny in Philadelphia Workaholics

Claude Code guessed: Brooklyn Nine-Nine, Community, Arrested Development, Schitt's Creek, Superstore, Abbott Elementary

Codex guessed: Brooklyn Nine-Nine, Community, 30 Rock, Abbott Elementary, Schitt's Creek

Kiro guessed: Brooklyn Nine-Nine, Community, Arrested Development, Superstore, Abbott Elementary, 30 Rock

Dave Chappelle and Key & Peele

  • Claude Code named 3 of the 69 works Qloo measured
  • Codex named 0 of the 69 works Qloo measured
  • Kiro named 3 of the 69 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Apple Inc Tesla Nike LA Kings Playstation Youtube

Claude Code guessed: Nike, Jordan, Netflix, Comedy Central, Supreme, Adult Swim

Codex guessed: Converse, Carhartt WIP, Vans, Levi's

Kiro guessed: Nike, Jordan, Supreme, Netflix, Comedy Central, Timberland

Films

Qloo measured: Hot Rod Old School Grandma's Boy Funny People Step Brothers Walk Hard: The Dewey Cox Story

Claude Code guessed: Get Out, Keanu, Half Baked, Sorry to Bother You, Nope, Dave Chappelle's Block Party

Codex guessed: Get Out, Friday, Sorry to Bother You, Do the Right Thing

Kiro guessed: Get Out, Half Baked, Keanu, Friday, Coming to America, Sorry to Bother You

Music

Qloo measured: NAS Ghostface Killah Black Milk The Notorious B.I.G. Raekwon Mos Def

Claude Code guessed: Kanye West, Mos Def, Talib Kweli, A Tribe Called Quest, Erykah Badu, Childish Gambino

Codex guessed: Kendrick Lamar, OutKast, A Tribe Called Quest, D'Angelo

Kiro guessed: Kendrick Lamar, Mos Def, Erykah Badu, A Tribe Called Quest, Kanye West, Childish Gambino

Books

Qloo measured: Uncontrolled Spread: Why COVID-19 Crushed Us and How We Can Defeat the Next Pandemic Cabin Fever: The Harrowing Journey of a Cruise Ship at the Dawn of a Pandemic The Desperate Hours: One Hospital's Fight to Save a City on the Pandemic's Front Lines Preventable: The Inside Story of How Leadership Failures, Politics, and Selfishness Doomed the U.S. Coronavirus Response Silent Invasion: The Untold Story of the Trump Administration, Covid-19, and Preventing the Next Pandemic Before It's Too Late The Rationing

Claude Code guessed: Between the World and Me, Born a Crime, The Sellout, Yes Please, Bossypants

Codex guessed: Born a Crime, The Sellout, Me Talk Pretty One Day, Between the World and Me

Kiro guessed: Between the World and Me, Born a Crime, The Sellout, Yes Please, Bossypants

TV

Qloo measured: Kroll Show The Whitest Kids U'Know Inside Amy Schumer Drunk History Black Jesus Mad TV

Claude Code guessed: Chappelle's Show, Atlanta, The Boondocks, Insecure, Key & Peele, Curb Your Enthusiasm

Codex guessed: Atlanta, The Boondocks, In Living Color, Curb Your Enthusiasm

Kiro guessed: Chappelle's Show, Atlanta, Insecure, The Boondocks, In Living Color, Curb Your Enthusiasm

Khruangbin and Anthony Bourdain: Parts Unknown

  • Claude Code named 4 of the 70 works Qloo measured
  • Codex named 3 of the 70 works Qloo measured
  • Kiro named 4 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Patagonia Recreational Equipment Inc The North Face Fjällräven Eddie Bauer Backpacker Magazine

Claude Code guessed: Patagonia, Aesop, Le Creuset, Blue Bottle Coffee, Penguin Classics, Criterion Collection

Codex guessed: Patagonia, Carhartt WIP, Aesop, Le Creuset

Kiro guessed: Patagonia, Blue Bottle Coffee, Aesop, Le Creuset, Criterion Collection, Penguin Classics

Films

Qloo measured: Marriage Story The Meyerowitz Stories Frances Ha Palm Springs Pain and Glory The Favourite

Claude Code guessed: Chef, Jiro Dreams of Sushi, Lost in Translation, Paterson, In the Mood for Love, Roadrunner: A Film About Anthony Bourdain

Codex guessed: Chef, Paterson, In the Mood for Love, Coffee and Cigarettes, The Darjeeling Limited

Kiro guessed: Lost in Translation, In the Mood for Love, Jiro Dreams of Sushi, Chef, Roadrunner: A Film About Anthony Bourdain, Paris, Texas

Music

Qloo measured: Menahan Street Band Kikagaku Moyo Funkadelic The Comet Is Coming Hailu Mergia KOKOROKO

Claude Code guessed: Leon Bridges, Tame Impala, Mdou Moctar, Altın Gün, Thee Sacred Souls, Vulfpeck

Codex guessed: Men I Trust, BADBADNOTGOOD, Mulatu Astatke, Hermanos Gutiérrez, Fela Kuti, Cymande

Kiro guessed: Leon Bridges, Tinariwen, Bonobo, Mdou Moctar, Altın Gün, Thee Sacred Souls

Books

Qloo measured: Eating Animals Zen and the Art of Motorcycle Maintenance: An Inquiry Into Values (Phaedrus, #1) Brief Interviews with Hideous Men Eating the Dinosaur The Tao of Pooh Infinite Jest

Claude Code guessed: Kitchen Confidential, Salt, Fat, Acid, Heat, On the Road, A Moveable Feast, The Omnivore's Dilemma

Codex guessed: Kitchen Confidential, A Cook's Tour, Just Kids, The Art of Travel, The Geography of Bliss

Kiro guessed: Kitchen Confidential, Salt, Fat, Acid, Heat, The Omnivore's Dilemma, On the Road, A Cook's Tour

TV

Qloo measured: Anthony Bourdain: No Reservations Anthony Bourdain's a Cook's Tour The Layover Somebody Feed Phil High Maintenance Globe Trekker

Claude Code guessed: Anthony Bourdain: No Reservations, Chef's Table, Ugly Delicious, Somebody Feed Phil, Street Food, The Bear

Codex guessed: Somebody Feed Phil, Chef's Table, The Bear, Street Food, The Mind of a Chef

Kiro guessed: Ugly Delicious, Chef's Table, Street Food, Somebody Feed Phil, The Bear, Atlanta

Formula 1: Drive to Survive and Ford v Ferrari

  • Claude Code named 9 of the 69 works Qloo measured
  • Codex named 5 of the 69 works Qloo measured
  • Kiro named 8 of the 69 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Porsche Mercedes-benz Aston Martin Jaguar Audi Ferrari

Claude Code guessed: Porsche, Ferrari, McLaren, TAG Heuer, Shelby American, Puma

Codex guessed: Porsche, TAG Heuer, Barbour, Bremont, Gulf Oil

Kiro guessed: Ferrari, Porsche, TAG Heuer, Puma, Red Bull, McLaren

Films

Qloo measured: Schumacher The Dawn Wall A Life of Speed: The Juan Manuel Fangio Story Senna Hitting the Apex Free Solo

Claude Code guessed: Rush, Le Mans, Senna, Grand Prix, Days of Thunder

Codex guessed: Rush, Le Mans, Senna, The World's Fastest Indian, Top Gun: Maverick

Kiro guessed: Rush, Le Mans, Senna, Grand Prix, Days of Thunder, Top Gun: Maverick

Music

Qloo measured: Luke Combs Elton John Chris Stapleton Shaboozey John Denver Bailey Zimmerman

Claude Code guessed: Hans Zimmer, Fleetwood Mac, The Black Keys, Marco Beltrami, Queen

Codex guessed: The Rolling Stones, Fleetwood Mac, AC/DC, Dire Straits, The Black Keys

Kiro guessed: Hans Zimmer, The Black Keys, Imagine Dragons, Queen, AC/DC

Books

Qloo measured: How to Lead: Wisdom from the World's Greatest CEOs, Founders, and Game Changers When the Wolves Bite: Two Billionaires, One Company, and an Epic Wall Street Battle The Caesars Palace Coup: How a Billionaire Brawl Over the Famous Casino Exposed the Power and Greed of Wall Street Flash Crash: A Trading Savant, a Global Manhunt, and the Most Mysterious Market Crash in History Lights Out: Pride, Delusion, and the Fall of General Electric The Buy Side: A Wall Street Trader's Tale of Spectacular Excess

Claude Code guessed: How to Build a Car by Adrian Newey, Go Like Hell by A. J. Baime, Life to the Limit by Jenson Button, The Art of Racing in the Rain, Total Competition by Ross Brawn

Codex guessed: Go Like Hell by A. J. Baime, How to Build a Car by Adrian Newey, The Art of Racing in the Rain by Garth Stein, Total Competition by Ross Brawn and Adam Parr

Kiro guessed: Total Competition, How to Build a Car, Go Like Hell, The Mechanic: The Secret World of the F1 Pitlane

TV

Qloo measured: Brawn: The Impossible Formula 1 Story Break Point Tour de France: Unchained NASCAR: Full Speed Grand Prix Driver Formula 1

Claude Code guessed: Top Gear, The Grand Tour, Grand Prix Driver, Break Point, Full Swing

Codex guessed: Top Gear, The Grand Tour, Full Swing, Welcome to Wrexham

Kiro guessed: The Last Dance, Top Gear, The Grand Tour, Break Point, Full Swing, Sunderland 'Til I Die

Ted Lasso and Friday Night Lights

  • Claude Code named 5 of the 69 works Qloo measured
  • Codex named 2 of the 69 works Qloo measured
  • Kiro named 5 of the 69 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Patagonia Recreational Equipment Inc The North Face GoPro LA Kings Nike Training Club

Claude Code guessed: Patagonia, Carhartt, Yeti, Nike, Trader Joe's, Ford

Codex guessed: Patagonia, Levi's, L.L.Bean, Converse

Kiro guessed: Patagonia, L.L.Bean, Carhartt, Nike, Trader Joe's, Yeti

Films

Qloo measured: American Underdog Champions Hustle Home Team I Used to Be Famous 12 Mighty Orphans

Claude Code guessed: Remember the Titans, Hoosiers, Rudy, Friday Night Lights, The Blind Side, Moneyball

Codex guessed: Remember the Titans, The Station Agent, Chef, The Peanut Butter Falcon, It's a Wonderful Life

Kiro guessed: Remember the Titans, Hoosiers, Rudy, Moneyball, Field of Dreams, The Blind Side

Music

Qloo measured: Father John Misty Shakey Graves Houndmouth Bon Iver Fleet Foxes Gregory Alan Isakov

Claude Code guessed: Explosions in the Sky, Bruce Springsteen, Jason Isbell, The Lumineers, Mumford & Sons, Brandi Carlile

Codex guessed: Explosions in the Sky, The Avett Brothers, Brandi Carlile, Jason Isbell, Mumford & Sons

Kiro guessed: Explosions in the Sky, Bruce Springsteen, The Lumineers, Mumford & Sons, Jason Isbell, Marcus Mumford

Books

Qloo measured: How to Be Perfect: The Correct Answer to Every Moral Question How to Not Die Alone: The Surprising Science That Will Help You Find Love Clean: The New Science of Skin Nasty, Brutish, and Short: Adventures in Philosophy with My Kids The Chaos Machine: The Inside Story of How Social Media Rewired Our Minds and Our World The Vaccine: Inside the Race to Conquer the COVID-19 Pandemic

Claude Code guessed: The Boys in the Boat, Where the Crawdads Sing, A Man Called Ove, Shoe Dog

Codex guessed: A Man Called Ove, Beartown, The Boys in the Boat, Friday Night Lights: A Town, a Team, and a Dream

Kiro guessed: Friday Night Lights: A Town, a Team, and a Dream, The Boys in the Boat, Where the Crawdads Sing, A Man Called Ove, Born to Run

TV

Qloo measured: Shrinking The Bear Trying Welcome to Wrexham Succession Platonic

Claude Code guessed: Parks and Recreation, Schitt's Creek, Shrinking, Parenthood, The Bear, Coach

Codex guessed: Parenthood, Parks and Recreation, Somebody Somewhere, Detectorists, Schitt's Creek

Kiro guessed: Parks and Recreation, Schitt's Creek, This Is Us, Shrinking, Parenthood, The Bear

Normal People and Phoebe Bridgers

  • Claude Code named 9 of the 70 works Qloo measured
  • Codex named 6 of the 70 works Qloo measured
  • Kiro named 8 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Fender Dr. Martens Gibson Urban Outfitters Vans Polaroid

Claude Code guessed: Aesop, Le Labo, Penguin Classics, Patagonia, Polaroid, Glossier

Codex guessed: Aesop, Toast, COS, Moleskine

Kiro guessed: Aesop, Glossier, Patagonia, Penguin Classics, Rough Trade, Urban Outfitters

Films

Qloo measured: Promising Young Woman The Menu Last Night in Soho Everything Everywhere All at Once Fresh Palm Springs

Claude Code guessed: Lady Bird, Aftersun, Past Lives, Frances Ha, The Worst Person in the World, Call Me by Your Name

Codex guessed: Aftersun, Lady Bird, Past Lives, Frances Ha, Before Sunrise

Kiro guessed: Lady Bird, Aftersun, Frances Ha, Past Lives, Call Me by Your Name, Eternal Sunshine of the Spotless Mind

Music

Qloo measured: Lucy Dacus Julien Baker Faye Webster Adrianne Lenker Big Thief Better Oblivion Community Center

Claude Code guessed: Lucy Dacus, Julien Baker, Mitski, boygenius, Big Thief, Taylor Swift

Codex guessed: Julien Baker, Lucy Dacus, Adrianne Lenker, Mitski, Sufjan Stevens

Kiro guessed: Lucy Dacus, Julien Baker, boygenius, Mitski, Big Thief, Taylor Swift

Books

Qloo measured: My Year of Rest and Relaxation Intermezzo I Who Have Never Known Men Cleopatra and Frankenstein Mr Salary Girl, Woman, Other

Claude Code guessed: Conversations with Friends, Beautiful World, Where Are You, My Year of Rest and Relaxation, A Little Life, Intermezzo, Ocean Vuong's On Earth We're Briefly Gorgeous

Codex guessed: Conversations with Friends, Beautiful World, Where Are You, Writers & Lovers, On Earth We're Briefly Gorgeous, Just Kids

Kiro guessed: Conversations with Friends, Beautiful World, Where Are You, My Year of Rest and Relaxation, A Little Life, Intermezzo

TV

Qloo measured: PEN15 Shrill High Fidelity Somebody Somewhere Life & Beth Kevin Can F**k Himself

Claude Code guessed: Fleabag, Derry Girls, Normal People's sibling: I May Destroy You, Euphoria, Sex Education

Codex guessed: Fleabag, My Brilliant Friend, One Day, Somebody Somewhere

Kiro guessed: Fleabag, Derry Girls, Normal People, Euphoria, Ted Lasso

The Grand Budapest Hotel and Vampire Weekend

  • Claude Code named 1 of the 70 works Qloo measured
  • Codex named 1 of the 70 works Qloo measured
  • Kiro named 1 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Rolex Rolls-Royce Motor Cars Maserati Tag Heuer Hublot Audemars Piguet

Claude Code guessed: Aesop, Le Labo, Penguin Classics, Criterion Collection, Ladurée, J.Crew

Codex guessed: A.P.C., Maison Kitsuné, J.Crew, MUJI, Rifle Paper Co.

Kiro guessed: Aesop, Le Labo, J.Crew, Kinfolk, Penguin Books, Blue Bottle Coffee

Films

Qloo measured: Whiplash Birdman or (The Unexpected Virtue of Ignorance) The Wolf of Wall Street Boyhood Gone Girl Her

Claude Code guessed: Moonrise Kingdom, The Royal Tenenbaums, Fantastic Mr. Fox, The French Dispatch, Amélie, Lady Bird

Codex guessed: Moonrise Kingdom, The Royal Tenenbaums, The Darjeeling Limited, Amélie, Frances Ha

Kiro guessed: Moonrise Kingdom, The Royal Tenenbaums, Fantastic Mr. Fox, Frances Ha, Amélie, Lady Bird

Music

Qloo measured: Tom Waits Leonard Cohen The Doors Nick Cave Nick Cave & Warren Ellis Nick Cave & the Bad Seeds

Claude Code guessed: The Strokes, Phoenix, Belle and Sebastian, Arcade Fire, Grizzly Bear, The Shins

Codex guessed: Phoenix, Belle and Sebastian, Sufjan Stevens, Talking Heads, The Shins

Kiro guessed: The Shins, Belle and Sebastian, Arcade Fire, Phoenix, Paul Simon, Beach House

Books

Qloo measured: Life of Pi 1984 Lord of the Flies Fahrenheit 451 Extremely Loud & Incredibly Close Brave New World

Claude Code guessed: The Secret History, Normal People, A Gentleman in Moscow, The Catcher in the Rye, The World of Yesterday

Codex guessed: The Royal Game, Franny and Zooey, The Dud Avocado, A Gentleman in Moscow, The Amazing Adventures of Kavalier & Clay

Kiro guessed: The Secret History, Rules of Civility, A Gentleman in Moscow, The Remains of the Day, Normal People

TV

Qloo measured: The Great Belgravia Vanity Fair Miss Scarlet Versailles The Pursuit of Love

Claude Code guessed: Fleabag, Arrested Development, The Office, Girls, Twin Peaks

Codex guessed: The Marvelous Mrs. Maisel, Pushing Daisies, Bored to Death, Gilmore Girls, Flight of the Conchords

Kiro guessed: Fleabag, Gilmore Girls, Twin Peaks, Only Murders in the Building, The Bear

Minecraft and MrBeast

  • Claude Code named 1 of the 70 works Qloo measured
  • Codex named 0 of the 70 works Qloo measured
  • Kiro named 2 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Twitch Playstation Razer Xbox Youtube Gamestop

Claude Code guessed: Feastables, LEGO, Nintendo, Roblox, Prime Hydration, Nerf

Codex guessed: LEGO, Feastables, Nike, Red Bull, Nintendo

Kiro guessed: LEGO, Feastables, Nintendo, Roblox, Prime Hydration, Nerf

Films

Qloo measured: Spider-Man: Far from Home Shazam! Spider-Man: Into the Spider-Verse Spider-Man: Across the Spider-Verse Spider-Man: No Way Home Sonic the Hedgehog

Claude Code guessed: A Minecraft Movie, The LEGO Movie, Free Guy, Ready Player One, Wreck-It Ralph, The Super Mario Bros. Movie

Codex guessed: The Lego Movie, Free Guy, Jumanji: Welcome to the Jungle, Ready Player One

Kiro guessed: The LEGO Movie, Jumanji: Welcome to the Jungle, Free Guy, Spider-Man: Into the Spider-Verse, The Super Mario Bros. Movie

Music

Qloo measured: XXXTENTACION Trippie Redd Post Malone Lil Mosey Lil Peep Lil Skies

Claude Code guessed: Alan Walker, Marshmello, TheFatRat, C418, Imagine Dragons

Codex guessed: CG5, Marshmello, Alan Walker, Imagine Dragons

Kiro guessed: Imagine Dragons, Alan Walker, Marshmello, C418, TheFatRat

Books

Qloo measured: No Dream Is Too High: Life Lessons From a Man Who Walked on the Moon Let Me Tell You a Story: A Lifetime in the Game The Miracle of St. Anthony: A Season with Coach Bob Hurley and Basketball's Most Improbable Dynasty Heaven Is a Playground The Art of More: How Mathematics Created Civilisation The Last Great Game: Duke vs. Kentucky and the 2.1 Seconds That Changed Basketball

Claude Code guessed: Diary of a Wimpy Kid, Minecraft: The Island, Dog Man, Diary of an 8-Bit Warrior, Percy Jackson and the Olympians

Codex guessed: Diary of a Wimpy Kid, Dog Man, Guinness World Records, Percy Jackson & the Olympians: The Lightning Thief

Kiro guessed: Diary of a Wimpy Kid, Dog Man, Minecraft: The Island, Percy Jackson and the Lightning Thief, Hatchet

TV

Qloo measured: We Bare Bears Star vs. the Forces of Evil Clarence 6Teen The Amazing World of Gumball The Loud House

Claude Code guessed: Beast Games, Stranger Things, SpongeBob SquarePants, Avatar: The Last Airbender, Gravity Falls

Codex guessed: Adventure Time, Regular Show, SpongeBob SquarePants, Naruto

Kiro guessed: Beast Games, Survivor, Avatar: The Last Airbender, SpongeBob SquarePants, Gravity Falls

Beyoncé and Pose

  • Claude Code named 4 of the 70 works Qloo measured
  • Codex named 3 of the 70 works Qloo measured
  • Kiro named 3 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Chanel Marc Jacobs Givenchy Zara Christian Louboutin Topshop

Claude Code guessed: Fenty Beauty, Ivy Park, Savage X Fenty, Telfar, MAC Cosmetics, Balmain

Codex guessed: Telfar, Pyer Moss, Savage X Fenty, Pat McGrath Labs

Kiro guessed: Fenty Beauty, Ivy Park, Telfar, Savage X Fenty, MAC Cosmetics, Pyer Moss

Films

Qloo measured: Boy Erased Holding the Man Homecoming: A Film by Beyoncé The Boys in the Band Someone Great I Am Michael

Claude Code guessed: Paris Is Burning, Moonlight, Black Is King, Dreamgirls, Hidden Figures, Tangerine

Codex guessed: Paris Is Burning, The Wiz, Dreamgirls, Moonlight

Kiro guessed: Paris Is Burning, Moonlight, Dreamgirls, Black Is King, Tangerine, Kiki

Music

Qloo measured: Beyoncé Mariah Carey RuPaul Christina Aguilera Fifth Harmony Azealia Banks

Claude Code guessed: Rihanna, Lady Gaga, Solange, Janet Jackson, Lizzo, Whitney Houston

Codex guessed: Solange, Janet Jackson, Grace Jones, Janelle Monáe, Donna Summer

Kiro guessed: Rihanna, Solange, Lizzo, Janelle Monáe, Madonna, Frank Ocean

Books

Qloo measured: More Than Enough: Claiming Space for Who You Are (No Matter What They Say) You Got Anything Stronger? What a Time to Be Alone: The Slumflower's Guide to Why You Are Already Enough The Meaning of Mariah Carey The Misadventures of Awkward Black Girl Redefining Realness: My Path to Womanhood, Identity, Love & So Much More

Claude Code guessed: Becoming, Redefining Realness, Their Eyes Were Watching God, The Color Purple, I Know Why the Caged Bird Sings

Codex guessed: All About Love, The Color Purple, Sister Outsider, The House of Impossible Beauties

Kiro guessed: Redefining Realness, Becoming, The House of Impossible Beauties, Sister Outsider, Giovanni's Room

TV

Qloo measured: Lemonade Tales of the City AJ and the Queen Sort Of She's Gotta Have It Queer as Folk

Claude Code guessed: RuPaul's Drag Race, Insecure, Euphoria, Legendary, Empire, Queer Eye

Codex guessed: Legendary, RuPaul's Drag Race, Insecure, P-Valley

Kiro guessed: RuPaul's Drag Race, Legendary, Insecure, American Horror Story, Euphoria, Queer Eye

Norwegian Wood and Ryuichi Sakamoto

  • Claude Code named 5 of the 70 works Qloo measured
  • Codex named 2 of the 70 works Qloo measured
  • Kiro named 5 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Zozotown Uniqlo Lawson Mister Donut Muji Niko And...

Claude Code guessed: Muji, Uniqlo, Moleskine, Aesop, Leica, Kinfolk

Codex guessed: MUJI, Aesop, A.P.C., HAY

Kiro guessed: Muji, Aesop, Kinfolk, Blue Bottle Coffee, Uniqlo, Hario

Films

Qloo measured: Synecdoche, New York The Master Melancholia Upstream Color Holy Motors Mommy

Claude Code guessed: In the Mood for Love, Lost in Translation, Drive My Car, Perfect Days, Merry Christmas, Mr. Lawrence, Burning

Codex guessed: In the Mood for Love, Still Walking, Perfect Days, Paterson

Kiro guessed: Lost in Translation, Merry Christmas, Mr. Lawrence, Drive My Car, In the Mood for Love, Perfect Days, Tokyo Story

Music

Qloo measured: Tim Hecker Alva Noto Fennesz Mika Vainio 坂本龍一 William Basinski

Claude Code guessed: Brian Eno, Nils Frahm, Harold Budd, Yellow Magic Orchestra, Bill Evans, Haruomi Hosono

Codex guessed: Hiroshi Yoshimura, Harold Budd, Brian Eno, Ichiko Aoba

Kiro guessed: Yellow Magic Orchestra, Joe Hisaishi, Nils Frahm, Brian Eno, Haruomi Hosono, Max Richter

Books

Qloo measured: Kafka on the Shore Hard-Boiled Wonderland and the End of the World The Wind-Up Bird Chronicle Sputnik Sweetheart A Wild Sheep Chase (The Rat, #3) Dance Dance Dance

Claude Code guessed: Kafka on the Shore, The Wind-Up Bird Chronicle, Kitchen, Never Let Me Go, The Remains of the Day, Convenience Store Woman

Codex guessed: Kitchen, The Remains of the Day, Strange Weather in Tokyo, The Book of Disquiet

Kiro guessed: Kafka on the Shore, The Wind-Up Bird Chronicle, Kitchen, Convenience Store Woman, Snow Country, In Praise of Shadows

TV

Qloo measured: 63 Up Inside the Actors Studio Lady Dynamite Larry Charles' Dangerous World of Comedy Magic for Humans Comedians in Cars Getting Coffee

Claude Code guessed: Midnight Diner: Tokyo Stories, Twin Peaks, Normal People, Columbo, Mushi-Shi

Codex guessed: Midnight Diner, Mushishi, Detectorists, Normal People

Kiro guessed: Midnight Diner: Tokyo Stories, Pachinko, Twin Peaks, Normal People, Shōgun

Into the Wild and Bon Iver

  • Claude Code named 7 of the 70 works Qloo measured
  • Codex named 7 of the 70 works Qloo measured
  • Kiro named 6 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Patagonia Recreational Equipment Inc Huckberry Smartwool Fjällräven Backpacker Magazine

Claude Code guessed: Patagonia, Filson, Pendleton, Fjällräven, Kinfolk, Polaroid

Codex guessed: Patagonia, Fjällräven, Snow Peak, Finisterre

Kiro guessed: Patagonia, Filson, Kinfolk, Fjällräven, Blue Bottle Coffee, Stanley

Films

Qloo measured: Short Term 12 Beginners Her Blue Valentine Half Nelson The Tree of Life

Claude Code guessed: Wild, Captain Fantastic, Nomadland, Leave No Trace, The Secret Life of Walter Mitty, Old Joy

Codex guessed: Wild, Captain Fantastic, The Secret Life of Walter Mitty, Leave No Trace, The Tree of Life

Kiro guessed: Wild, Captain Fantastic, Nomadland, The Secret Life of Walter Mitty, Leave No Trace, 127 Hours

Music

Qloo measured: Fleet Foxes Volcano Choir Justin Vernon Sufjan Stevens Iron & Wine Edward Sharpe & The Magnetic Zeros

Claude Code guessed: Sufjan Stevens, Fleet Foxes, The National, Iron & Wine, Eddie Vedder, Phoebe Bridgers

Codex guessed: Sufjan Stevens, Fleet Foxes, Iron & Wine, The Tallest Man on Earth, José González

Kiro guessed: Fleet Foxes, Sufjan Stevens, The Tallest Man on Earth, Iron & Wine, Phoebe Bridgers, José González

Books

Qloo measured: Serious Face: Essays This Is Your Mind on Plants We Are the Weather: Saving the Planet Begins at Breakfast Why Fish Don’t Exist: A Story of Loss, Love, and the Hidden Order of Life Underland: A Deep Time Journey Binge: 60 stories to make your brain feel different

Claude Code guessed: Walden, On the Road, Into Thin Air, The Road, Wild: From Lost to Found on the Pacific Crest Trail, Desert Solitaire

Codex guessed: Walden, On the Road, A Sand County Almanac, The Overstory

Kiro guessed: Walden, On the Road, Into Thin Air, Wild: From Lost to Found on the Pacific Crest Trail, Desert Solitaire

TV

Qloo measured: The Leftovers Rectify The Affair Top of the Lake The Path The Missing

Claude Code guessed: Alone, Northern Exposure, Twin Peaks, Normal People, Fargo

Codex guessed: Detectorists, Northern Exposure, Somebody Somewhere, Station Eleven

Kiro guessed: Alone, Twin Peaks, Normal People, Northern Exposure

Shah Rukh Khan and A. R. Rahman

  • Claude Code named 2 of the 70 works Qloo measured
  • Codex named 3 of the 70 works Qloo measured
  • Kiro named 3 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Lamborghini Bentley Motors Rolls-Royce Motor Cars Mercedes-benz Audi Maserati

Claude Code guessed: Taj Mahal Tea, Amul, Cadbury Dairy Milk, Fabindia, Tanishq, Kolkata Knight Riders

Codex guessed: Fabindia, Good Earth, Nicobar, Blue Tokai Coffee Roasters

Kiro guessed: Amul, Taj Hotels, Fabindia, Cadbury Dairy Milk, Tanishq, Air India

Films

Qloo measured: I M.S. Dhoni: The Untold Story Highway Baahubali: The Beginning Zindagi Na Milegi Dobara Baahubali 2: The Conclusion

Claude Code guessed: Dilwale Dulhania Le Jayenge, Kuch Kuch Hota Hai, Dil Se.., Swades, Kal Ho Naa Ho, Lagaan

Codex guessed: Dil Se.., Swades, Dilwale Dulhania Le Jayenge, Rang De Basanti, Roja

Kiro guessed: Dilwale Dulhania Le Jayenge, Kuch Kuch Hota Hai, Swades, Dil Se.., Roja, Rockstar

Music

Qloo measured: Shankar-Ehsaan-Loy Shankar Mahadevan Shreya Ghoshal Sukhwinder Singh Vishal Dadlani Sunidhi Chauhan

Claude Code guessed: Lata Mangeshkar, Arijit Singh, Udit Narayan, Sonu Nigam, Shreya Ghoshal, Ilaiyaraaja

Codex guessed: Shreya Ghoshal, Sonu Nigam, Arijit Singh, Lata Mangeshkar, Nusrat Fateh Ali Khan

Kiro guessed: Arijit Singh, Shreya Ghoshal, Lata Mangeshkar, Shankar-Ehsaan-Loy, Sonu Nigam, Nusrat Fateh Ali Khan

Books

Qloo measured: Immortal India: Articles and Speeches by Amish Devlok with Devdutt Pattanaik Why I am a Hindu my Hanuman Chalisa The Tatas: How a Family Built a Business and a Nation Kama: The Riddle of Desire

Claude Code guessed: The God of Small Things, A Suitable Boy, The White Tiger, Midnight's Children, Train to Pakistan

Codex guessed: The Namesake, The God of Small Things, A Suitable Boy, The Palace of Illusions

Kiro guessed: The God of Small Things, A Suitable Boy, The White Tiger, Midnight's Children, The Palace of Illusions

TV

Qloo measured: Aarya Jamtara: Sabka Number Ayega Mirzapur Delhi Crime Breathe: Into the Shadows Criminal Justice

Claude Code guessed: Kaun Banega Crorepati, Indian Idol, Made in Heaven, Sacred Games, The Family Man

Codex guessed: Gullak, Panchayat, Yeh Jo Hai Zindagi, Modern Love Mumbai

Kiro guessed: Coke Studio, Indian Idol, The Romantics, Made in Heaven, Kaun Banega Crorepati

Elden Ring and Berserk

  • Claude Code named 1 of the 70 works Qloo measured
  • Codex named 0 of the 70 works Qloo measured
  • Kiro named 2 of the 70 works Qloo measured
What the guesses and Qloo named

Brands

Qloo measured: Razer Playstation Sony Xbox Asus Unbox Therapy

Claude Code guessed: FromSoftware, Bandai Namco, Dark Horse Comics, Games Workshop, Crunchyroll, Wizards of the Coast

Codex guessed: Rick Owens, Yohji Yamamoto, AllSaints, Dr. Martens

Kiro guessed: FromSoftware, Bandai Namco, Dark Horse Comics, Games Workshop, Crunchyroll, Steam

Films

Qloo measured: The Witcher: Nightmare of the Wolf Zack Snyder's Justice League Godzilla: King of the Monsters Mortal Kombat Spider-Man: Far from Home Mortal Kombat Legends: Scorpion's Revenge

Claude Code guessed: The Lord of the Rings: The Fellowship of the Ring, Princess Mononoke, The Green Knight, Excalibur, Conan the Barbarian, Dune

Codex guessed: The Green Knight, The Lord of the Rings: The Fellowship of the Ring, Excalibur, The Northman, Angel's Egg

Kiro guessed: The Lord of the Rings: The Fellowship of the Ring, Princess Mononoke, Excalibur, The Green Knight, Conan the Barbarian, Berserk: The Golden Age Arc I - The Egg of the King

Music

Qloo measured: Tool Deftones Ghost Street Sects Opeth Zeal & Ardor

Claude Code guessed: Susumu Hirasawa, Shoji Meguro, Tsukasa Saitoh, Wardruna, Sleep Token, Amon Amarth

Codex guessed: Susumu Hirasawa, Yuka Kitamura, Akira Yamaoka, Bohren & der Club of Gore, Chelsea Wolfe

Kiro guessed: Motoi Sakuraba, Yuka Kitamura, Susumu Hirasawa, Shiro Sagisu, Wardruna, Amon Amarth

Books

Qloo measured: The Name of the Wind (The Kingkiller Chronicle, #1) The Blade Itself (The First Law, #1) The Wise Man's Fear (The Kingkiller Chronicle, #2) The Republic of Thieves (Gentleman Bastard, #3) Rogues The Slow Regard of Silent Things (The Kingkiller Chronicle, #2.5)

Claude Code guessed: Vagabond, Vinland Saga, Claymore, A Song of Ice and Fire, The Silmarillion, Hellsing

Codex guessed: The Black Company, Between Two Fires, The Book of the New Sun, The Silmarillion

Kiro guessed: A Song of Ice and Fire, The Lord of the Rings, Vagabond, Vinland Saga, Claymore, The Black Company

TV

Qloo measured: JoJo's Bizarre Adventure Devilman: Crybaby Berserk: The Golden Age Arc - Memorial Edition Berserk Cowboy Bebop Mob Psycho 100

Claude Code guessed: Attack on Titan, Game of Thrones, Castlevania, Arcane, Chainsaw Man

Codex guessed: Castlevania, Claymore, Vinland Saga, Attack on Titan

Kiro guessed: Game of Thrones, Attack on Titan, Castlevania, Arcane, Berserk

What it does not show

  • Qloo's measurement is aggregate affinity data, not ground truth about any person; a work missing from Qloo's lists may still be loved.
  • The name match is liberal, which can only raise the known share.
  • One prompt, one brief and one run per agent and audience: it measures what each agent assumes when Moûsa asks it, not everything its model knows.
  • It says nothing about whether a design made with Qloo is better.

Protocol and amendments · The sealed predictions · results.json