aisnoopy 32 brands · 36 answers

Markets ›home improvement stores 32 brands

Best home improvement storesaccording to AI assistants

The Home Depot is named most often — in 36 of 36 answers. 6 questions a buyer would type, asked of 2 assistants 3 times each.

+16 more brands named at least once ranked below the top 12
15= Fastenalfastenal.com 26%
15= Graingergrainger.com 26%
15= Targettarget.com 26%
15= Ulineuline.com 26%
19= Benjamin Moorebenjaminmoore.com 13%
19= Build.combuild.com 13%
19= Fergusonferguson.com 13%
19= Gardener's Supply Companygardeners.com 13%
19= IKEAikea.com 13%
19= Johnny's Selected Seedsjohnnyseeds.com 13%
19= MSC Industrial Supplymscdirect.com 13%
19= Northern Toolnortherntool.com 13%
19= Sherwin-Williamssherwin-williams.com 13%
19= The Tile Shoptileshop.com 13%

4 brands in this market were named in none of the 36 answers: AJ Madison, BJ's, Best Buy, Home Hardware.

Bigger sites do tend to get named more here, but the relationship is loose enough that size is far from the whole story.

↑how often assistants name it →how much traffic its website gets

The Home Depot Menards Ace Hardware Amazon Lowe's Costco Wayfair Walmart Sam's Club Overstock Harbor Freight True Value Tractor Supply Co Floor & Decor 36/36 18/36 0/36 smaller sites bigger sites
Top left — punching above their sizea small site, named often
Bottom right — overlooked despite their sizea big site, named rarely
How to read this chart

Across is web prominence — the brand's domain in the Tranco ranking of the world's most-visited sites, on a logarithmic scale, so each step is roughly ten times more prominent. Up is how many of the 36 answers named it.

Every brand with a ranked domain is plotted, including the 1 whose domain is an imperfect stand-in — shared with sibling products, a subdomain, or registered abroad, drawn hollow — because a domain carrying a whole company still plausibly helps that company's products get named.

Rank correlation +0.53 across 14 brands — a description of this picture, not a claim about the market as a whole.

The questions

These belong to the market, not to any brand in it. Each was asked 6 times across two assistants. Questions naming a brand are excluded, since they hand that brand a free mention.

Questions last updated

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Method

market home improvement stores
brands measured 32
run as subjects 1
questions 6
answers per brand 36
brand list version b28ea11beeee

Questions went to the OpenAI and Anthropic APIs with web search off, each in a fresh context with no history. That measures what the models already know about these brands rather than what they would find on the web today, so it is a floor on visibility rather than a replica of any one person's chat.

Repeated measurements of the same brand move within about 12 points, so a difference smaller than that is not meaningful. Brands closer together than that are shown tied rather than ordered.

Sub-brands are counted with their parent: Amazon (Amazon Business).

How the table is ordered. By how many of the 36 answers named each brand. Brands on the same count share a rank and are shown in the order the assistants tended to list them. A brand counts once per answer, however many times it is named in it.

How close is close. Two brands share a rank only when their counts are identical. Beyond that, a gap smaller than about four answers is inside what this measurement moves between runs — so read near-neighbours as close rather than settled, which is why every row keeps its interval.

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