Five of fourteen models named Bitwave first on the direct prompt; one named Cryptio. Both were named by all fourteen models and Bitwave carries 61 labels and Cryptio 52, 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 Cryptio were named in the same answer 162 times, of the 191 answers naming Bitwave and the 175 naming Cryptio. In those answers Cryptio took the first choice eighteen times and Bitwave forty-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 4.20 | ||||||
| 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.
“What to Avoid ... Cryptio ($449+/mo) ... 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
“Best suited to enterprise controls, multi-entity accounting, and high-volume reconciliation rather than a typical mid-market deployment.” Perplexity Sonar · direct prompt · soft negative
“Cryptio and Bitwave are the leading choices due to their enterprise-grade features and integrations.” Mistral Small · direct prompt · first choice
“Cryptio is strongest for enterprise controls, multi-entity operations, and high-volume reconciliation” Muse Glimmer 30B · scale prompt · first choice
“the most commonly recommended digital asset subledgers are Bitwave and Cryptio” Mistral Small · paraphrase 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.