Five of fourteen models named Bitwave first on the direct prompt; one named SoftLedger. Bitwave was named by fourteen of the fourteen models and SoftLedger by eleven and Bitwave carries 61 labels and SoftLedger 18, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories 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 SoftLedger were named in the same answer fifty-seven times, of the 191 answers naming Bitwave and the 72 naming SoftLedger. In those answers SoftLedger took the first choice six 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. Four of five in this category shown.
“What to Avoid ... SoftLedger ($749/mo) ... overkill for limited budgets” Kimi K2 · budget prompt · hard negative
“For a typical mid-sized B2B company, I'd suggest starting with SoftLedger” MiniMax M2.5 · paraphrase prompt · first choice
“SoftLedger ⭐ Best Overall for Mid-Market” Kimi K2 · direct prompt · first choice
“SoftLedger takes a fundamentally different approach: it *is* the accounting system, designed for crypto-native companies” Claude Haiku 4.5 · direct 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.