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Finance AI Index
Index › Products › Circle · October 2026 Edition
2 categories · Ranked

Circle

94Judge labels
18First choices
4Negative labels
14 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
14% in Stablecoin platforms for mid-market buyers
Rank 2 of 141 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 4% of its 28 labels there were negative.
What the models named instead of Circle →
By buyer segmentRead the same way at every buyer size.
In stablecoin platforms · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Circle for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Stablecoin platformsTreasury and cash14%2 of 1414%28accepted challenger
Cross-border payments and FXTreasury and cash0%45 of 870%1under 10 labels · led by Wise Business at 39%newNew since September 2026: not ranked then, 0% now.

Movement

This is the first edition on this tier, so no move can be computed for Circle yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Circle across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500101
GPT-5.4 mini21003
Gemini 3.5 Flash01102
Perplexity Sonar01102
Grok 4.1 Fast21003
Mistral Small10102
DeepSeek V4 Flash03003
Llama 4 Maverick11103
Qwen 3.7 Flash12003
Kimi K211002
GLM 4.7 FlashX01001
MiniMax M2.500011
GPT-6 Luna01102
Muse Glimmer 30B10001

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct9 labels2
Paraphrase30 labels11
Comparative32 labels10not counted in share
Budget-constrained5 labels1
Scale-constrained14 labels4
Negative4 labels2not counted in share
First choiceAlternativeMentionNegative94 labels in all, every segment counted; 18 of the 30 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“If you are holding long-term savings, USDC or PYUSD are generally considered safer due to their strict regulatory oversight.” Qwen 3.7 Flash · Stablecoin platforms · comparative prompt · first choice
“Circle is the most direct choice for companies building around USDC and its native payment and cross-chain ecosystem.” Muse Glimmer 30B · Stablecoin platforms · paraphrase prompt · first choice
“Circle (USDC) | Regulated issuer, deep liquidity, APIs. | US/global enterprises. | Custodial focus.” Grok 4.1 Fast · Stablecoin platforms · scale prompt · first choice
“Circle's managed offering is explicitly designed for this kind of lower-friction adoption.” GPT-5.4 mini · Stablecoin platforms · scale prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Best for teams building directly on USDC, but requires more custom development.” MiniMax M2.5 · Stablecoin platforms · paraphrase prompt · soft negative

Named alongside

The products named in the same answers as Circle, over the 94 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Circle was named but was not.
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ProductSame answerTook the first choice insteadHead to head
BVNK55 of 9419Compare →
Paxos30 of 940Not among the top eight
Crossmint16 of 943Not among the top eight
Tether13 of 942Not among the top eight
Ripple12 of 940Not among the top eight
BitPay10 of 940Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Circle. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 88 of the 94 answers that named Circle and are not a share of its labels.

Search and answers

circle.com is not in Google's top ten for any of the category's searches. In the answers, Circle takes 14% of first choices and BVNK takes 23%.
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In search

Google, US estimates
Position for “stablecoin platforms”
–
not in the top ten
Position for “stablecoin payments platform”
–
not in the top ten
Searches for its name, Google
301,000 a month (“circle”)
AI search demand for its name, est.
242,528 a month
Organic visits to its site
about 78,492 a month
Searches its site ranks for
8,705 · 515 in the top three
Sites linking to it
17,534
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
67 ads · 32 video, 18 text, 17 image · 8 shown in the last 30 days

First shown May 2024, as Circle Internet Financial, verified. Ads started 2025-11 to 2026-10: 58 in the year, 9 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
14%
rank 2 of 141 in stablecoin platforms
Segment leader
23%
BVNK
First choices
18 across its categories
Named in
94 answers
Its own site cited
in 88 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

ShowHide
Addresses on circle.com
8,932
subdomains included
Content
1,068
counted in the table below
Documentation
1,004
Product · Integration
7 · 2,286
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog815142026-09-21
News or press168152026-09-28
Report or ebook2802026-01-13
Case study2592026-09-02
Conference or event1102025-12-16
Webinar or virtual event1002024-01-16
Comparison612026-09-15
Glossary or explainer4undated
Podcast or video102021-01-07
How it is countedHide how it is counted

Every page circle.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Names read as Circle

What the judge wrote, as written, with how often. The vendor table decides that these count as Circle; a claim can dispute any of them.
Circle (USDC) 9Circle (Circle Mint) 1Circle (USDC Direct) 1Circle / USDC 1

Follow Circle

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Circle's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Circle, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Circle by email, built from the raw record of the edition. It shows:

  • where Circle is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Circle, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at circle.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.

Badges

Wins only: a badge exists where Circle is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHide

Circle is among the products AI models recommend first in Stablecoin platforms this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges
Among AI models' top three in Stablecoin platforms, October 2026 Edition, Finance AI Recommendation Index
Show the code
<a href="https://finance-ai-index.com/treasury/stablecoin-platforms/"><img src="https://finance-ai-index.com/badges/2026-10/circle--stablecoin-platforms-wide.svg" alt="Among AI models' top three in Stablecoin platforms, October 2026 Edition, Finance AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Stablecoin platforms standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides
Among AI models' top three in Stablecoin platforms, October 2026 Edition, Finance AI Recommendation Index
Show the code
<a href="https://finance-ai-index.com/treasury/stablecoin-platforms/"><img src="https://finance-ai-index.com/badges/2026-10/circle--stablecoin-platforms-square.svg" alt="Among AI models' top three in Stablecoin platforms, October 2026 Edition, Finance AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Stablecoin platforms standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer
Among AI models' top three in Stablecoin platforms, October 2026 Edition, Finance AI Recommendation Index
Show the code
<a href="https://finance-ai-index.com/treasury/stablecoin-platforms/"><img src="https://finance-ai-index.com/badges/2026-10/circle--stablecoin-platforms-compact.svg" alt="Among AI models' top three in Stablecoin platforms, October 2026 Edition, Finance AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Stablecoin platforms standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.