Circle vs Eco
Zero of fourteen models named Circle first on the direct prompt; two named Eco. Circle was named by fourteen of the fourteen models and Eco by ten and Circle carries 28 labels and Eco 15, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories this edition.
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
CircleFirst choices, of fourteen modelsEco
Across every category in the October 2026 Edition, Circle and Eco were named in the same answer twenty-one times, of the 94 answers naming Circle and the 45 naming Eco. In those answers Eco took the first choice six times and Circle four.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | ||||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | | ||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | | | | ||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | |
Circle Eco first choice named as an alternative argued againstblank: not namedEach cell is one answer, Circle on the left and Eco on the right.The direct prompt
Eco first, Circle an alternative
2 of 14 modelsCircle was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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
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 Eco
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“BitPay or Eco: Lower fees (0.5–1%), but more merchant checkout than deep B2B.” Grok 4.1 Fast · direct prompt · soft negative
“Eco offers multi-rail cross-chain orchestration with 1:1 guaranteed pricing, supporting USDC, USDT, USDG, and PYUSD with sub-minute finality across 15 chains.” Claude Haiku 4.5 · direct prompt · first choice
“The best stablecoin payments platform for a company with a limited budget is likely to be Eco” Llama 4 Maverick · budget prompt · first choice
“Top Recommendation for Most Mid-Market Firms: Eco or Stripe Crypto” Qwen 3.7 Flash · direct prompt · first choice
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.