Four of fourteen models named Cryptoworth first on the direct prompt; zero named Koinly. Cryptoworth was named by thirteen of the fourteen models and Koinly by fourteen and Cryptoworth carries 38 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, Cryptoworth and Koinly were named in the same answer thirty-six times, of the 92 answers naming Cryptoworth and the 89 naming Koinly. In those answers Koinly took the first choice eleven times and Cryptoworth four.
| 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. Six of eight in this category shown.
“Platforms with Consistent Negative Feedback Cryptoworth - Slow performance and lag when processing large transaction volumes” Qwen 3.7 Flash · negative prompt · hard negative
“Platforms with Significant Issues ... Cryptoworth ... Slow performance with lags and refresh needs” GLM 4.7 FlashX · negative prompt · hard negative
“positioned as a sub-ledger and may not cover payroll, treasury, or B2B payment workflows” Perplexity Sonar · negative prompt · soft negative
“Cryptoworth is specifically positioned for mid-market GL sync, sitting comfortably between enterprise solutions like Bitwave and simpler tax apps” Claude Haiku 4.5 · direct prompt · first choice
“Cryptoworth often cited as the best overall for mid-market needs due to its comprehensive features and compliance support” Mistral Small · direct prompt · first choice
“I'd suggest evaluating Cryptoworth or Ledgible first due to their transparent pricing and mid-market focus” Kimi K2 · direct 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.