One of fourteen models named Cryptio first on the direct prompt; one named SoftLedger. Cryptio was named by fourteen of the fourteen models and SoftLedger by eleven and Cryptio carries 52 labels and SoftLedger 18, so the shares are not directly comparable.
Named in one category 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, Cryptio and SoftLedger were named in the same answer fifty-one times, of the 175 answers naming Cryptio and the 72 naming SoftLedger. In those answers SoftLedger took the first choice three times and Cryptio fourteen.
| 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 ... 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
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.