Zero of fourteen models named Breezing first on the direct prompt; zero named Koinly. Breezing was named by eleven of the fourteen models and Koinly by fourteen and Breezing carries 19 labels and Koinly 36, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 crypto accounting page.
Across every category in the October 2026 Edition, Breezing and Koinly were named in the same answer twenty-seven times, of the 67 answers naming Breezing and the 89 naming Koinly. In those answers Koinly took the first choice four times and Breezing fifteen.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd recommend Breezing, which targets small-to-midsize businesses with published pricing from $29 to $2,917 per month” Claude Haiku 4.5 · paraphrase prompt · first choice
“Breezing (Best Overall Budget Subledger) ... widely considered the most cost-effective, dedicated crypto subledger” Gemini 3.5 Flash · budget prompt · first choice
“For the most budget-conscious choice, Breezing or Koinly's free tier would be ideal starting points.” Claude Haiku 4.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid consumer tools (ZenLedger/Koinly – tax-only, not full accounting).” Grok 4.1 Fast · direct prompt · hard negative
“Be Cautious With—Not Avoid Completely ... rated poorly by professional accountants because they frequently misclassify complex transactions” Qwen 3.7 Flash · negative prompt · soft negative
“the requirements shift away from "retail" crypto apps (like standard Koinly)” Qwen 3.7 Flash · paraphrase prompt · soft negative
“For the most budget-conscious choice, Breezing or Koinly's free tier would be ideal starting points.” Claude Haiku 4.5 · budget prompt · first choice
“If you're just starting and volume is low: Try Koinly (free plan) or Cryptoworth (free basic plan).” GLM 4.7 FlashX · budget prompt · first choice
“the best starting point is usually Koinly for crypto accounting/tax tracking” GPT-5.4 mini · budget 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.