AIRANKS — The Authoritative Rankings for AI Web Content

AIRANKS measures AI visibility: we ask AI models real product and service questions, capture the complete answers as immutable observations, and publish what they contain — which brands were mentioned, which domains were cited, and which exact pages were linked. Every domain gets an AIR score from 1–10 (a decile of visibility in the active dataset; 0 means insufficient data), with the methodology in the open.

AIR

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The Question

← all rankings / dataset COBALT

Best cash back credit card for groceries

American Express takes the top spot in 100.0% of resamples. Of 6 ranked brands, only 5 hold a position we'd call firm.

0
answers sampled
0
brands named
1,000
bootstrap resamples

Who AI Cites For This Question

25 cited pages · bars vs the leader

Savor Dining & Entertainment Credit Card | Capital Onewww.capitalone.comcapitalone.com/credit-cards/cash-b…r/?utm=airanks.net193
Blue Cash Everyday® Card from American Express | No Annual Feewww.americanexpress.comamericanexpress.com/us/credit-card…y/?utm=airanks.net82
Savor Rewards: Cash Back on Dining & Grocery Stores | Cash Back on Dining & Grocery Stores | Capital Onewww.capitalone.comcapitalone.com/credit-cards/savor/?utm=airanks.net68
Earn Cash Back‡ | Morgan Stanley Blue Cash Preferred Card Benefits | American Expressglobal.americanexpress.comglobal.americanexpress.com/card-be…ed?utm=airanks.net31
Earn Cash Back | Blue Cash Everyday® Benefits | American Expressglobal.americanexpress.comglobal.americanexpress.com/card-be…y/?utm=airanks.net29
AAA Advantage Visa Signature® Credit Cards | 5% Cash Backmwg.aaa.commwg.aaa.com/credit-card?utm=airanks.net29
Bank of America® Customized Cash Rewards Credit Card: Categories & Exclusionswww.bankofamerica.combankofamerica.com/credit-cards/pro…s/?utm=airanks.net25

The Ranking, With Its Uncertainty

American Express locked American Express — ci 1.00–1.00 · n=338 · 100.0% of resamples held this rank · named in 100% of answers
Citi locked Citi — ci 0.80–0.80 · n=338 · 100.0% of resamples held this rank · named in 82% of answers
Capital One locked Capital One — ci 0.60–0.60 · n=338 · 100.0% of resamples held this rank · named in 87% of answers
Visa locked Visa — ci 0.40–0.40 · n=338 · 100.0% of resamples held this rank · named in 17% of answers
Bank of America locked Bank of America — ci 0.20–0.20 · n=338 · 100.0% of resamples held this rank · named in 5% of answers
Discover gathering Discover — gathering data, n=338. No bootstrap interval yet.

The Incomparability Lattice

what the intervals separate, not what the list claims

An edge means one brand's interval sits strictly above another's — zero overlap. No edge between two brands is not a gap in the drawing, it is the finding: their intervals overlap, and the bootstrap cannot tell them apart. Brands on the same rung are incomparable, not tied — the ranking above orders them anyway because a list has to print a total order; this diagram is the honest version.

American Express

1.00–1.00

Citi

0.80–0.80

Capital One

0.60–0.60

Visa

0.40–0.40

Bank of America

0.20–0.20