Five of fourteen models named Bitwave first on the direct prompt; zero named CoinLedger. Bitwave was named by fourteen of the fourteen models and CoinLedger by eleven and Bitwave carries 45 labels and CoinLedger 21, so the shares are not directly comparable.
Named in two categories 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, Bitwave and CoinLedger were named in the same answer thirty times, of the 159 answers naming Bitwave and the 55 naming CoinLedger. In those answers CoinLedger took the first choice five times and Bitwave twelve.
| 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.
“Bitwave (custom quote, enterprise only)” DeepSeek V4 Flash · budget prompt · hard negative
“such as Bitwave (starting at ~$5,000/month) ... are designed for enterprises and are far too expensive for startups or small-to-medium businesses” Gemini 3.5 Flash · budget prompt · soft negative
“positioned for larger/regulated firms—might be overkill/pricey (quote-based) for mid-sized” Grok 4.1 Fast · paraphrase prompt · soft negative
“Bitwave is the strongest choice if your business needs controlled digital-asset accounting across wallets, exchanges, entities, and ledgers” Muse Glimmer 30B · comparative prompt · first choice
“Bitwave (Strongest overall for mid-market B2B) ... Why #1 pick? Balances power and usability for B2B ops without excessive complexity.” Grok 4.1 Fast · direct prompt · first choice
“Bitwave or SoftLedger are the top recommendations due to their scalability, ERP integrations, and focus on mid-market needs” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“rated poorly by professional accountants because they frequently misclassify complex transactions” Qwen 3.7 Flash · negative prompt · soft negative
“Cautions: - Enterprise governance and close workflows are limited” GLM 4.7 FlashX · negative prompt · soft negative
“they are not true double-entry subledgers” Gemini 3.5 Flash · budget prompt · soft negative
“Start with CoinTracking (free tier) or CoinLedger ($49)—test free imports first.” Grok 4.1 Fast · budget prompt · first choice
“For personal taxes, start with Koinly or CoinLedger (free previews available).” Grok 4.1 Fast · comparative prompt · first choice
“CoinLedger = Best overall for CPAs and TurboTax users” GLM 4.7 FlashX · comparative 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.