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AI profile · Buffalo, NY

Marvin ranks #13 of 20 among the window replacement companies AI assistants recommend in Buffalo, NY, named by 3 of the 12 assistants that answered — in the first edition we have measured for this market.

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Window & Door Replacement · Buffalo, NY
#13
13th of 20 businesses AI names
First edition measured
3 of 12 assistants
GrokMeta AIMistral
Edition of October 1, 2026·3 mentions
#13
Best rank
3/12
Assistants recommending
3
Mentions this edition
1
Category ranked

Which AI assistants recommend Marvin

Every assistant we ask, and what it said this edition. A customer who asks the ones marked “not naming you” hears about your competitors instead — and nothing tells you it happened.

ChatGPTNot naming you
ClaudeNot naming you
GeminiNot naming you
PerplexityNot naming you
Google AI OverviewsNot naming you
Microsoft CopilotNot naming you
SiriNot naming you
AlexaNot naming you
GrokRecommends you
Meta AIRecommends you
DeepSeekNot naming you
MistralRecommends you

Rank, movement and who's ahead

Each ranking Marvin holds in Buffalo, NY, how it has moved edition to edition, and the businesses directly above and below it.

Buffalo, NY

Window & Door Replacement

First edition measured
#13of 20
Rank history
#1#6#11#13Oct 2026

Rank history on this page begins October 1, 2026. The line draws itself as each new edition publishes.

Who's around you

The gap to close: these 3 assistants name a business ranked above you, but not you.Google AI OverviewsGeminiDeepSeek

Your rank by question—Who are the best window replacement companies in Buffalo, NY?—I need a window replacement company in Buffalo, NY. Who do you recommend?—Best affordable window replacement company near Buffalo?

Named by 3 of 12 assistants that answered · 3 mentions · edition of October 1, 2026 · see the full window & door replacement list

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Champion Windows sits at #12, one place above you, and 3 assistants name a business above you but not you. Our platform shows Marvin which assistants skip you, which sources they read instead, and the fixes that move you up — tracked daily until the answer changes.

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Is this your business?

Claim it: get your badge and hear when this ranking moves

You're #13 of 20 window replacement companies AI assistants name in Buffalo, NY this edition. Put the badge on your site — it links back here, names the edition it measures, and stays true when the next one publishes. We email the embed code with your confirmation, then one update per edition.

One email per edition, nothing else. You confirm by clicking the link we send — that page has the embed code.

Live · Oct 2026 Badge: Marvin is #13 of 20 window replacement companies AI assistants name in Buffalo, NY, October 2026 edition As it appears on your site. It links back to this page, so a visitor can check it.

Common questions

What is Marvin's website?

Marvin's website is https://www.marvin.com/ — the site the AI assistants' own answers point to for this business in Buffalo, NY.

Do AI assistants recommend Marvin?

Yes. In the edition of October 1, 2026, 3 of the 12 assistants that answered named Marvin when asked for window replacement companies in Buffalo, NY: Grok, Meta AI, Mistral. It ranks #13 for window replacement companies.

Where does Marvin rank for window replacement companies in Buffalo, NY?

#13 of 20, named by 3 of the 12 assistants that answered, across 3 mentions — in the first edition we have measured for this market.

How is this profile measured?

The same unbranded consumer questions go to 12 AI assistants each edition. Businesses they name are resolved to one entity, names mentioned only once are dropped as unverifiable, and rankings publish only above a sample floor. No business can pay to appear or to rank higher, including this one.

Something wrong on this page, or not your website? Tell us and we'll correct it — wrong link, wrong business, or anything else.
Contact support@aisyndicate.com
Rankings summarize what the AI assistants answered on a fixed, unbranded question set — they are measurements of AI output, not AI Syndicate's endorsement of any business. Placement cannot be bought. Full detail in the methodology.

More in Buffalo, NY: every category we track · Window & Door Replacement ranking · how this is measured