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The receipts
Every shopping query we ran, how many times, whether ChatGPT returned a product shelf, and exactly who appeared. No black box — this is how the number is measured.
Full probe complete · 180 prompts · Jun 13
You appeared on 9% of the AI shelves that rendered, across 125 shelf trials. Reliable (N=125 shelf trials).
| Shopping query | Asked | Shelf rendered | You appeared | Who took the shelf |
|---|---|---|---|---|
| best cast iron grill pan for home cooking | 1 | 4 | 0 | 105, Cocinaware, Le Creuset, Lodge, Round, Staub |
| best cookware for everyday cooking and meal prep | 5 | 3 | 0 | All-Clad, AllClad, Caraway, Circulon, Cuisinart, Lodge |
| best all in one cookware set | 3 | 3 | 1 | 10-Piece, AllClad, Calphalon, Caraway, Cuisinart, GreenPan |
| best multipurpose frying pan | 2 | 3 | 0 | All-Clad, Blue Diamond, Caraway, Hybrid, Made In, Ninja |
| best multipurpose nonstick pot under 100 dollars | 2 | 3 | 0 | 10-Quart, 6qt, 8qt, 8-Quart, Carote, T-fal |
| best ceramic nonstick cookware set | 1 | 3 | 0 | All-Clad, Caraway, Collection, Dover, GreenPan, Ninja |
| best affordable wok | 6 | 2 | 0 | Babish, Carote, Cast, Farberware, Hand, Mainstays |
| best indoor grill pan for searing | 6 | 2 | 0 | Cast, Chef, Le Creuset, Lodge, Round, Seasoned |
| best nonstick pot for reheating food | 3 | 2 | 0 | Calphalon, Carote, GreenPan, Rio, Scanpan, T-fal |
| best nontoxic cookware griddle pan | 3 | 2 | 0 | Caraway, Healthy, Lodge, Presto, T-Fal |
| best nonstick pan for high heat cooking | 2 | 2 | 1 | Blue Diamond, Calphalon, GreenPan, Le Creuset |
| best non-stick pan set for everyday cooking | 2 | 2 | 0 | Calphalon, Caraway, Circulon, GreenPan, T-fal |
| top rated cookware sets under 500 | 2 | 2 | 0 | Calphalon, Caraway, Cuisinart, Henckels, Solara, Tramontina |
| best large skillet for family meals | 2 | 2 | 0 | Blue Diamond, Calphalon, Cuisinart, Lodge, Presto |
| best affordable griddle pan for everyday use | 2 | 2 | 0 | 105, Enameled, Lodge, Ozark, VEVOR |
| best compact cookware for small kitchens | 2 | 2 | 0 | Calphalon, Caraway, Carote, IKEA, Mainstays, Premier |
| best two pan cookware set | 1 | 2 | 0 | All-Clad, Cuisinart, GreenPan, T-fal, T-Fal |
| best small nonstick pot for one person | 1 | 2 | 0 | Cuisinart, GreenPan, Koch, Nonstick, T-Fal, Tramontina |
| best small cookware set for personal use | 1 | 2 | 0 | Aluminum, Caraway, Carote, Cooks, IKEA, Mainstays |
| best griddle pan for stovetop and oven | 1 | 2 | 0 | 1675, Enameled, Le Creuset, Lodge, Ozark, Staub |
| best large nonstick skillet for everyday cooking | 1 | 2 | 0 | All-Clad, Calphalon, Dover, Farberware, Rio, T-Fal |
| best small cookware pots for everyday cooking | 1 | 2 | 0 | Calphalon, Caraway, Carote, Cuisinart, IKEA, Mainstays |
| best rice cooker | 6 | 1 | 0 | 50-Quart, AROMA, Zojirushi |
| best wok for gas stove | 6 | 1 | 0 | Alva, Joyce Chen, Lodge, Martha Stewart, Zwilling |
| best compact cookware for tiny kitchens | 6 | 1 | 0 | Calphalon, Carote, Space |
| best non-toxic air fryer cookware | 5 | 1 | 0 | Air, Stainless, UNI |
| best grill pan for even heat distribution | 4 | 1 | 0 | Le Creuset, Lodge, Smithey |
| best large family-sized cooking pot for one-pot meals | 4 | 1 | 0 | 12qt, All-Clad, Pioneer, Tramontina |
| best titanium cookware sets | 4 | 1 | 1 | Babish, Carote, Hestan, Sur La Table |
| best tagine cookware for slow cooking | 4 | 1 | 0 | Emile Henry, KAMSAH, Kook, Le Creuset |
| top nonstick pots for small kitchens | 3 | 1 | 0 | Carote, Farberware, T-fal, T-Fal, Zwilling |
| best splatter guard for frying pan | 3 | 1 | 0 | KitchenAid, Lodge, OXO, Williams Sonoma |
| best multi function air fryer for families | 3 | 1 | 0 | Cuisinart, Gourmia, Smart |
| best oil splatter screen for cooking | 3 | 1 | 0 | All-Clad, Good, KitchenAid, Lodge |
| best multi-use cast iron skillet | 3 | 1 | 0 | Blacklock, Le Creuset, Lodge |
| best blender for nut butters and soups | 2 | 1 | 0 | Breville, Ninja, Vitamix |
| best cookware set for beginners | 2 | 1 | 0 | Cuisinart, GreenPan, KitchenAid, T-fal, Tramontina |
| best griddle pan for pancakes and breakfast | 2 | 1 | 0 | 105, Cast, Grey |
| best non-toxic cookware for everyday cooking | 2 | 1 | 0 | Anolon, Bobby, Caraway, Ninja |
| best blender for making nut milk | 2 | 1 | 0 | Ninja |
| top rated indoor grill pans for apartments | 2 | 1 | 0 | Caraway, Le Creuset, Lodge, Victoria |
| best lightweight cookware pot and pan | 2 | 1 | 0 | Sea, Toaks |
| best cookware sets with storage | 2 | 1 | 0 | Calphalon, Carote, GRANITESTONE, Nesting, NutriChef, T-Fal |
| best lightweight nonstick cookware | 2 | 1 | 0 | All-Clad, Caraway, Carote, T-Fal |
| best multifunctional cookware pan griddle | 2 | 1 | 0 | Elite, Lodge, Ninja, T-Fal |
| best cookware and bakeware combo set | 2 | 1 | 0 | Caraway, GRANITESTONE, Le Creuset, Nordic |
| best affordable cookware sets that last | 2 | 1 | 0 | Cuisinart, Farberware, T-fal, Tramontina |
| best cookware set that replaces multiple pans | 2 | 1 | 1 | Cuisinart, Magma |
| best affordable cookware sets | 2 | 1 | 0 | Cuisinart, Ninja, T-Fal |
| best nonstick bakeware set | 2 | 1 | 0 | All-Clad, Cuisinart, Rachael Ray, Reserve |
| best 6 in 1 air fryer | 1 | 1 | 1 | Chefman, Ninja |
| best compact juicer for small kitchens | 1 | 1 | 0 | Breville, Elite, Magic Bullet, Ninja |
| best cookware sets for gas and electric stoves | 1 | 1 | 0 | All-Clad, Cuisinart, Hestan, KitchenAid, Tramontina |
| best nonstick cookware set | 1 | 1 | 0 | All-Clad, Anolon, Calphalon, Caraway, T-Fal |
| best all-in-one cookware and bakeware set | 1 | 1 | 0 | 7-Piece, Carote, Gotham Steel, GreenLife |
| best digital air fryer for small kitchens | 1 | 1 | 0 | Bella, Gourmia, Ninja |
| best cooling rack for fried foods | 1 | 1 | 0 | Fat, Mainstays, Williams Sonoma, Wilton |
| top rated mini skillets for single servings | 1 | 1 | 0 | Choice, Milk, Norpro |
| best skimmer spoon for deep frying | 1 | 1 | 0 | Extra, German, Kuhn, Sur La Table |
| best cookware set for small kitchen | 1 | 1 | 0 | Blue Diamond, Calphalon, Carote, Cuisinart, Space |
| best compact oven that does everything | 1 | 1 | 0 | Breville, Ninja, Smart |
| best nonstick griddle pan set | 1 | 1 | 1 | All-Clad, Crate & Barrel, T-fal, Tramontina |
| best compact nonstick pot for dorms and apartments | 1 | 1 | 0 | 15qt, GreenPan, Mainstays, Zwilling |
| best affordable rice cooker | 1 | 1 | 0 | 16-Cup, AROMA, Cuisinart, Dash |
| top rated nonstick cookware sets | 1 | 1 | 0 | All-Clad, Caraway, GreenPan, T-Fal |
| best nonstick pan for sautéing and searing | 1 | 1 | 0 | Calphalon, Carote, GreenPan |
| best bakeware and cookware combo set | 1 | 1 | 0 | 15-Piece, Caraway, GreenPan, Williams Sonoma |
| best non toxic nonstick pots and pans | 1 | 1 | 1 | All-Clad, GreenPan, Nova Gallery |
| best wok for home cooking | 7 | 0 | 0 | — |
| best wok for beginners | 7 | 0 | 0 | — |
| best wok for electric stove | 7 | 0 | 0 | — |
| best tagine for moroccan cooking | 6 | 0 | 0 | — |
| best nonstick pot for quick weeknight dinners | 6 | 0 | 0 | — |
| best bakeware for cookies and sheet cakes | 6 | 0 | 0 | — |
| best wok for stir fry | 6 | 0 | 0 | — |
| best tools for making jalebi and gulab jamun at home | 6 | 0 | 0 | — |
| best kitchen splatter protection tool | 6 | 0 | 0 | — |
| best carbon steel wok | 6 | 0 | 0 | — |
| best cookware pots for meal prep | 5 | 0 | 0 | — |
| best cookware for families | 5 | 0 | 0 | — |
| best cookware for dorm rooms and small spaces | 5 | 0 | 0 | — |
| best rice cooker for brown rice | 5 | 0 | 0 | — |
| splatter guard for non stick pans | 5 | 0 | 0 | — |
| best titanium cookware for health | 5 | 0 | 0 | — |
| best cast iron pan for beginners | 5 | 0 | 0 | — |
| best tagine pan for home cooking | 5 | 0 | 0 | — |
| best nonstick cookware for healthy cooking | 4 | 0 | 0 | — |
| best nonstick cookware that lasts | 4 | 0 | 0 | — |
| best high powered blender | 4 | 0 | 0 | — |
| best countertop air fryer oven with digital controls | 4 | 0 | 0 | — |
| best large non-stick pan for healthy cooking | 4 | 0 | 0 | — |
| best multi-use pans for small kitchens | 4 | 0 | 0 | — |
| best nonstick pan without harmful chemicals | 4 | 0 | 0 | — |
| best bakeware for beginners | 3 | 0 | 0 | — |
| top rated baking pans and sheets | 3 | 0 | 0 | — |
| best diwali cooking set with diya | 3 | 0 | 0 | — |
| best nonstick cookware for gas stove | 3 | 0 | 0 | — |
| best cookware pan for a small kitchen | 3 | 0 | 0 | — |
| best cookware that replaces multiple pans | 3 | 0 | 0 | — |
| best non-toxic cookware pots | 3 | 0 | 0 | — |
| best cold press juicer | 3 | 0 | 0 | — |
| best juicer for extracting maximum nutrients | 3 | 0 | 0 | — |
| best multicooker for beginners | 3 | 0 | 0 | — |
| best juicer for home use | 3 | 0 | 0 | — |
| best titanium cookware | 3 | 0 | 0 | — |
| best juicer that's easy to clean | 3 | 0 | 0 | — |
| best cookware for small kitchens | 3 | 0 | 0 | — |
| best long-handled pots for kitchen safety | 3 | 0 | 0 | — |
| best juicer for greens and leafy vegetables | 3 | 0 | 0 | — |
| best electric pressure cooker for meal prep | 3 | 0 | 0 | — |
| best 8 in 1 air fryer oven | 3 | 0 | 0 | — |
| best all in one air fryer and toaster oven | 3 | 0 | 0 | — |
| best non-toxic nonstick pans and bakeware | 3 | 0 | 0 | — |
| best cookware for a small kitchen | 3 | 0 | 0 | — |
| best cookware for boiling water and soups | 3 | 0 | 0 | — |
| best pot for batch cooking and meal prep | 3 | 0 | 0 | — |
| best nonstick cookware sets | 3 | 0 | 0 | — |
| best frying accessories for samosas and pakoras | 3 | 0 | 0 | — |
| best pots for making soups and sauces | 3 | 0 | 0 | — |
| best cookware set for home chef | 3 | 0 | 0 | — |
| best nonstick cookware for sauces and soups | 3 | 0 | 0 | — |
| best lightweight cookware pans for easy handling | 3 | 0 | 0 | — |
| top nonstick griddle pans for everyday cooking | 3 | 0 | 0 | — |
| best air fryer for healthy cooking | 3 | 0 | 0 | — |
| best splatter guard for deep frying | 3 | 0 | 0 | — |
| best grill pan for getting restaurant quality sears at home | 3 | 0 | 0 | — |
| best multi-use cooking pan that does everything | 3 | 0 | 0 | — |
| splatter guard for always pan | 3 | 0 | 0 | — |
| best blender for smoothies | 3 | 0 | 0 | — |
| best high performance cookware for home cooks | 3 | 0 | 0 | — |
| best heirloom quality cookware | 2 | 0 | 0 | — |
| best colorful tagine cookware | 2 | 0 | 0 | — |
| best ceramic cookware that won't scratch | 2 | 0 | 0 | — |
| best non-toxic cookware sets | 2 | 0 | 0 | — |
| best non-toxic nonstick cookware | 2 | 0 | 0 | — |
| best affordable cookware set that lasts | 2 | 0 | 0 | — |
| best flat bottom wok | 2 | 0 | 0 | — |
| best cast iron grill pan for vegetables and meat | 2 | 0 | 0 | — |
| best small pot for dorm cooking | 2 | 0 | 0 | — |
| best rice cooker that keeps rice warm | 2 | 0 | 0 | — |
| best rice cooker for jasmine rice | 2 | 0 | 0 | — |
| best 12 inch skillet for searing and braising | 2 | 0 | 0 | — |
| best blender for everyday use | 2 | 0 | 0 | — |
| best blender for smooth texture results | 2 | 0 | 0 | — |
| best titanium cookware for everyday use | 2 | 0 | 0 | — |
| best non-stick cookware for durability | 2 | 0 | 0 | — |
| best juicer for making fresh juice fast | 2 | 0 | 0 | — |
| best nonstick cookware that won't scratch | 2 | 0 | 0 | — |
| best small nonstick cookware pan | 2 | 0 | 0 | — |
| best cookware for home cooks | 2 | 0 | 0 | — |
| best versatile pan for sautéing frying and simmering | 2 | 0 | 0 | — |
| best mini nonstick pan for dorm or apartment | 2 | 0 | 0 | — |
| best nonstick pan that's safe and non-toxic | 2 | 0 | 0 | — |
| best non toxic nonstick pot for families | 2 | 0 | 0 | — |
| best nonstick cookware for small kitchens | 2 | 0 | 0 | — |
| best versatile pot for braising, baking and stovetop cooking | 2 | 0 | 0 | — |
| best healthy non-stick air fryer | 2 | 0 | 0 | — |
| best cookware for families on a budget | 2 | 0 | 0 | — |
| best cookware sets for beginner cooks | 2 | 0 | 0 | — |
| best cookware for beginners | 2 | 0 | 0 | — |
| best non-stick cookware without harmful chemicals | 2 | 0 | 0 | — |
| best non-stick cookware pan | 2 | 0 | 0 | — |
| best cookware for sauteing and baking | 2 | 0 | 0 | — |
| best cookware for small kitchens and dorms | 2 | 0 | 0 | — |
| top titanium nonstick cookware for durability | 2 | 0 | 0 | — |
| best large air fryer for family cooking | 2 | 0 | 0 | — |
| best cookware pots for everyday cooking | 2 | 0 | 0 | — |
| best affordable cookware pots that last | 2 | 0 | 0 | — |
| best clay tagine for braising and stews | 2 | 0 | 0 | — |
| best deep frying set for indian cooking | 2 | 0 | 0 | — |
| best frying utensil set for indian sweets | 2 | 0 | 0 | — |
| best multicooker for home cooking | 2 | 0 | 0 | — |
| best multicooker for small kitchens | 2 | 0 | 0 | — |
| multicooker with best design and build quality | 2 | 0 | 0 | — |
| top rated multicookers for easy cleanup | 2 | 0 | 0 | — |
| top multicookers for busy families | 2 | 0 | 0 | — |
| best cookware set for families | 2 | 0 | 0 | — |
| best air fryer toaster oven for small kitchen | 2 | 0 | 0 | — |
| best air fryer for crispy fries and baking | 2 | 0 | 0 | — |
| best compact air fryer toaster oven for family | 2 | 0 | 0 | — |
| best cookware sets | 2 | 0 | 0 | — |
| best griddle pans for versatile cooking | 2 | 0 | 0 | — |
| top rated griddle pan sets for families | 2 | 0 | 0 | — |
| best splatter guard for all clad cookware | 2 | 0 | 0 | — |
| best enameled cast iron cookware | 2 | 0 | 0 | — |
| best cast iron cookware for everyday cooking | 2 | 0 | 0 | — |
| best nonstick griddle pan for cooking | 1 | 0 | 0 | — |
| best tagine that fits always pan cookware | 1 | 0 | 0 | — |
| best handcrafted tagine for entertaining | 1 | 0 | 0 | — |
| best griddle pan for pancakes and eggs | 1 | 0 | 0 | — |
| best cookware for everyday cooking | 1 | 0 | 0 | — |
| best cookware sets for everyday cooking | 1 | 0 | 0 | — |
| top rated nonstick bakeware for home baking | 1 | 0 | 0 | — |
| best rice cooker for small families | 1 | 0 | 0 | — |
| best griddle pan for gas stovetops | 1 | 0 | 0 | — |
| best nonstick cookware that's non-toxic | 1 | 0 | 0 | — |
| best enameled cast iron for non-stick cooking | 1 | 0 | 0 | — |
| best cookware set for everyday cooking | 1 | 0 | 0 | — |
| best hands-free juicer for busy mornings | 1 | 0 | 0 | — |
| best air fryer for baking and frying | 1 | 0 | 0 | — |
ChatGPT returns a different set every time it's asked, so a single run means nothing — the number above is a frequency across repeated runs of these queries. We don't report a "rank," because AI ordering is a lottery. This page is the proof.