| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Stablecoin platforms | Treasury and cash | 14% | 2 of 141 | 4% | 28 | accepted challenger | |
| Cross-border payments and FX | Treasury and cash | 0% | 45 of 87 | 0% | 1 | under 10 labels · led by Wise Business at 39% | newNew since September 2026: not ranked then, 0% now. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 2 | 1 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 2 | 1 | 0 | 0 | 3 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 3 | 0 | 0 | 3 |
| Llama 4 Maverick | 1 | 1 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 0 | 3 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |
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
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
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.
316 of the 346 domain citations in answers naming Circle came from somebody else's page.
Pages are listed as the models cited them.
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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 815 | 14 | 2026-09-21 | ||
| News or press | 168 | 15 | 2026-09-28 | ||
| Report or ebook | 28 | 0 | 2026-01-13 | ||
| Case study | 25 | 9 | 2026-09-02 | ||
| Conference or event | 11 | 0 | 2025-12-16 | ||
| Webinar or virtual event | 10 | 0 | 2024-01-16 | ||
| Comparison | 6 | 1 | 2026-09-15 | ||
| Glossary or explainer | 4 | undated | |||
| Podcast or video | 1 | 0 | 2021-01-07 |
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.
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.
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.
A new claim receives the current edition's vendor brief for Circle by email, built from the raw record of the edition. It shows:
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.
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.