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

PHRASE

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The Question

← all rankings / dataset COBALT

Best coupon sites

Capital One takes the top spot — still gathering data (n=7). Of 2 ranked brands, only 0 hold a position we'd call firm.

0
answers sampled
0
brands named
1,000
bootstrap resamples

Who AI Cites For This Question

16 cited pages · bars vs the leader

5 Top-Rated Coupon Apps to Download in 2026 - NerdWalletwww.nerdwallet.comnerdwallet.com/finance/learn/best-…ps?utm=airanks.net5
The 11 Best Coupon Sites to Save Money in 2026 - Karmanowwww.karmanow.comkarmanow.com/the-blog/reviews/best…es?utm=airanks.net2
How to Find Coupons Fast: Apps, Extensions and More - NerdWalletwww.nerdwallet.comnerdwallet.com/finance/learn/how-t…ns?utm=airanks.net2
Top Coupons and Rebates Websites Ranking in United States | Similarwebwww.similarweb.comsimilarweb.com/top-websites/united…s/?utm=airanks.net2
14 Best Coupon Sites For Online Shopping in 2026couponfollow.comcouponfollow.com/research/best-cou…es?utm=airanks.net2
Best Coupon App & Browser Extension 2026: SimplyCodes vs Honey vs RetailMeNotsimplycodes.comsimplycodes.com/blog/best-coupon-a…on?utm=airanks.net1
Automatic Coupons, Promo Codes, and Deals | Honeywww.joinhoney.comjoinhoney.com/?utm=airanks.net1

The Ranking, With Its Uncertainty

Capital One gathering Capital One — gathering data, n=7. No bootstrap interval yet.
PayPal gathering PayPal — gathering data, n=7. 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.

insufficient data

0 of 2 brands on this phrase have run enough samples to carry a bootstrap interval. The lattice needs at least two measured intervals before it can show what the data does or doesn't separate.