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 thirteen and Bitwave carries 61 labels and CoinLedger 29, 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 November 2026 Edition, Bitwave and CoinLedger were named in the same answer fifty-eight times, of the 191 answers naming Bitwave and the 74 naming CoinLedger. In those answers CoinLedger took the first choice three times and Bitwave sixteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
“What to Avoid ... Bitwave (custom pricing) ... overkill for limited budgets” Kimi K2 · budget prompt · hard negative
“Avoid enterprise tools such as Bitwave, Cryptio, and TRES” Perplexity Sonar · budget prompt · hard negative
“Enterprise-grade subledgers (like Bitwave, Cryptio, or TRES Finance) can cost thousands of dollars per month.” Gemini 3.5 Flash · budget prompt · soft negative
“Bitwave and Cryptio are strongest candidates when audit trails, GAAP/IFRS reporting, ERP integration, internal controls, and multi-entity accounting matter most.” Perplexity Sonar · comparative prompt · first choice
“Bitwave | Broadest accounting-method and integration coverage | 80+ blockchains, NetSuite/Sage/QuickBooks integrations, SOC 1 & 2” DeepSeek V4 Flash · scale prompt · first choice
“Bitwave is the most frequently cited first-choice for a mid-market B2B needing enterprise-grade audit-ready reporting” Muse Glimmer 30B · paraphrase 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.
“Accuracy & Support Issues ... Users report significant calculation errors” Kimi K2 · negative prompt · hard negative
“In late 2025, CoinLedger experienced a security incident involving one of its analytics vendors (Mixpanel).” GLM 4.7 FlashX · negative prompt · soft negative
“may work for individual tax reporting, but they generally are not substitutes for a business general ledger” Perplexity Sonar · negative prompt · soft negative
“Start with CoinLedger if you want a truly free plan with live chat, CPA-ready exports, and strong audit support.” GLM 4.7 FlashX · comparative prompt · first choice
“CoinLedger ⭐ Best Overall Value ... Start with CoinLedger's free plan” GLM 4.7 FlashX · budget prompt · first choice
“Similar to Koinly; unlimited plans ~$199–$299. Good for high-volume but pay-per-report model keeps it cheap initially.” Grok 4.20 · budget prompt · alternative
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.