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Index › Treasury and cash › Stablecoin platforms › Circle vs USDC
Stablecoin platforms · October 2026 Edition

Circle vs USDC

Zero of fourteen models named Circle first on the direct prompt; zero named USDC. Circle was named by fourteen of the fourteen models and USDC by eleven and Circle carries 28 labels and USDC 17, so the shares are not directly comparable.

Circle

accepted challenger

Named in two categories this edition.

USDC

accepted challenger

Named in one category this edition.

First-choice share14%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 11; printed, not drawn.
Labels2817A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Circle reading right to left. Rank and label count are printed, not drawn.BVNK was named alongside these two in nine of the fourteen direct answers. BVNK vs Circle · BVNK vs USDC · Circle vs Stripe Crypto

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the stablecoin platforms page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CircleFirst choices, of fourteen modelsUSDC
Direct00
Paraphrase601 against Circle
Comparative13
Budget-constrained00
Scale-constrained21
Negative071 against USDC
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Circle and USDC stood in it.
ModelDirectUSParaphraseUSComparativeUSBudget-constrainedUSScale-constrainedUSNegativeUS
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 FlashUS
Perplexity Sonar
Grok 4.1 FastUS
Mistral SmallUS
DeepSeek V4 FlashUSUS
Llama 4 Maverick
Qwen 3.7 FlashUSUS
Kimi K2USUS
GLM 4.7 FlashXUS
MiniMax M2.5US
GPT-6 Luna
Muse Glimmer 30BUS
CircleUS USDC first choice named as an alternative argued againstblank: not namedEach cell is one answer, Circle on the left and USDC on the right.

The direct prompt

The plain question, one answer per model, grouped by where Circle and USDC stood in it.

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
DeepSeek V4 FlashBVNK alternatives: BitPay, Bridge.xyz, Circle
Qwen 3.7 FlashEco, Stripe Crypto alternatives: Bankless On-Ramp, BitPay, Circle, Coinbase Commerce, MoonPay Merchant
Kimi K2BVNK alternatives: Bridge.xyz, Circle, Stripe Direct

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Eco alternatives: BVNK, Conduit, Stripe Crypto
GPT-5.4 miniCoinbase Payments alternatives: Circle Payments Network
Gemini 3.5 FlashBitwave alternatives: BVNK, Bridge, Eco, Mural, Triple-A
Perplexity SonarBVNK alternatives: Conduit, Mural Pay, Stripe Crypto, Tipalti
Grok 4.1 FastBVNK alternatives: Coinbase Commerce, Stripe Crypto
Mistral SmallBVNK alternatives: Circle Mint, Triple-A
Llama 4 MaverickStripe Crypto alternatives: Coinbase Commerce, Eco, Tipalti
GLM 4.7 FlashXBitwave alternatives: Bridge, Ripple Payments, SAP Digital Currency Hub
MiniMax M2.5Bridge, Stripe Crypto alternatives: Coinbase Commerce, Eco, Tipalti
GPT-6 LunaBVNK alternatives: Bridge, Coinbase Business, Stripe Crypto
Muse Glimmer 30BBVNK, Bridge alternatives: Circle Payments Network, Conduit, Eco, Stripe Crypto

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Circle leads by six points.
Circle6%#5 of 11
USDC0%#– of 11
The full small business standing →
Mid-marketThe figures above
Circle leads by twelve points.
Circle14%#2 of 11
USDC2%#6 of 11
The full mid-market standing →
Enterprise
Circle leads by twelve points.
Circle14%#2 of 7
USDC2%#– of 7
The full enterprise standing →

What the models said about Circle

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Best for teams building directly on USDC, but requires more custom development.” MiniMax M2.5 · paraphrase prompt · soft negative
“If you are holding long-term savings, USDC or PYUSD are generally considered safer due to their strict regulatory oversight.” Qwen 3.7 Flash · 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 · paraphrase prompt · first choice
“Circle (USDC) | Regulated issuer, deep liquidity, APIs. | US/global enterprises. | Custodial focus.” Grok 4.1 Fast · scale prompt · first choice

What the models said about USDC

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“While generally considered safe, USDC briefly dropped to $0.87 in March 2023” DeepSeek V4 Flash · negative prompt · soft negative
“the industry standard remains sticking to established, fully-reserved, regulated centralized platforms (like USDC issued by Circle)” Qwen 3.7 Flash · negative prompt · first choice
“Major regulated stablecoins like USDC (Circle) and FRAX generally have better transparency and regulatory compliance” MiniMax M2.5 · negative prompt · first choice
“USDC (issued by Circle) is widely regarded as the industry benchmark for regulatory compliance and reserve transparency” Gemini 3.5 Flash · negative prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.