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 cash back apps

Capital One takes the top spot — still gathering data (n=3). Of 1 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

12 cited pages · bars vs the leader

How to Get Cash Back from Shopping Online & In-Store - Ibottahome.ibotta.comhome.ibotta.com/how?utm=airanks.net3
Best Cashback apps in the US (2026): match one to how you shopdiscover.shopback.comdiscover.shopback.com/guides/best-…ps?utm=airanks.net1
Best Apps for Scanning Digital Receipts (and Earning Rewards)fetch.comfetch.com/blog/smart-shopping/best…ts?utm=airanks.net1
Fetch FAQs | How Does Fetch Work? | Using the Appfetch.comfetch.com/faq?utm=airanks.net1
Can I use Upside with gas station rewards (like cards and coupons)? – Upsidesupport.upside.comsupport.upside.com/hc/en-us/articl…ns?utm=airanks.net1

The Ranking, With Its Uncertainty

Capital One gathering Capital One — gathering data, n=3. 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 1 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.