Stablecoin platforms · October 2026 Edition
USDC vs Fireblocks
Zero of fourteen models named USDC first on the direct prompt; zero named Fireblocks. USDC was named by eleven of the fourteen models and Fireblocks by eleven and USDC carries 17 labels and Fireblocks 15, so the shares are not directly comparable.
USDC
accepted challengerNamed in one category this edition.
Named in two categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 11; printed, not drawn.
Labels1715A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, USDC 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 USDC · BVNK vs Fireblocks · Circle vs USDC
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.
USDCFirst choices, of fourteen modelsFireblocks
Direct00
Paraphrase011 against Fireblocks
Comparative30
Budget-constrained00
Scale-constrained10
Negative701 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 USDC and Fireblocks stood in it.
| Model | DirectUS | ParaphraseUS | ComparativeUS | Budget-constrainedUS | Scale-constrainedUS | NegativeUS |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | US | ||||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | US | |||
| Mistral Small | | US | ||||
| DeepSeek V4 Flash | | US | US | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | US | US | |||
| Kimi K2 | US | US | ||||
| GLM 4.7 FlashX | | US | ||||
| MiniMax M2.5 | US | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | | US |
US USDC FireblocksUS first choiceUS named as an alternativeUS argued againstblank: not namedEach cell is one answer, USDC on the left and Fireblocks on the right.
FireblocksUS first choiceUS named as an alternativeUS argued againstblank: not namedEach cell is one answer, USDC on the left and Fireblocks on the right.The direct prompt
The plain question, one answer per model, grouped by where USDC and Fireblocks stood in it.
Neither was named
14 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
DeepSeek V4 FlashBVNK alternatives: BitPay, Bridge.xyz, Circle
Llama 4 MaverickStripe Crypto alternatives: Coinbase Commerce, Eco, Tipalti
Qwen 3.7 FlashEco, Stripe Crypto alternatives: Bankless On-Ramp, BitPay, Circle, Coinbase Commerce, MoonPay Merchant
Kimi K2BVNK alternatives: Bridge.xyz, Circle, Stripe Direct
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
Level: the same share of first choices.
USDC0%#– of 11
Fireblocks0%#11 of 11Mid-marketThe figures above
Level: the same share of first choices.
USDC2%#6 of 11
Fireblocks2%#7 of 11Enterprise
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
What the models said about Fireblocks
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“more custody-heavy; overkill unless you need MPC wallets/multi-party security” Grok 4.1 Fast · paraphrase prompt · soft negative
“Circle (USDC) and Fireblocks are both excellent choices” Mistral Small · paraphrase prompt · first choice
“Best if your priority is institutional-grade custody, MPC wallets, and tokenization for your treasury team.” DeepSeek V4 Flash · paraphrase prompt · alternative
“if your top concern is institutional custody, security, and transfer controls” Perplexity Sonar · paraphrase prompt · alternative
Also compared
BVNK vs USDCBVNK vs FireblocksCircle vs USDCCircle vs FireblocksStripe Crypto vs USDCStripe Crypto vs FireblocksEco vs USDCEco vs FireblocksBridge vs USDCBridge vs FireblocksUSDC vs Coinbase CommerceFireblocks vs Coinbase CommerceAll twenty-eight head-to-head pages and the full stablecoin platforms standing
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.