Two of fourteen models named Cryptio first on the direct prompt; zero named SoftLedger. Cryptio was named by fourteen of the fourteen models and SoftLedger by twelve and Cryptio carries 43 labels and SoftLedger 13, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 October 2026 Edition, Cryptio and SoftLedger were named in the same answer forty-three times, of the 137 answers naming Cryptio and the 62 naming SoftLedger. In those answers SoftLedger took the first choice six times and Cryptio seven.
| 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.
“What to Avoid on a Tight Budget (Enterprise tools) - Cryptio (starts ~$449/mo)” DeepSeek V4 Flash · budget prompt · hard negative
“Cryptio (starting at ~$449/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
“typically start at higher price points (often $49/mo+ or enterprise-only contracts)” Qwen 3.7 Flash · budget prompt · soft negative
“Enterprise-grade subledgers like Bitwave or Cryptio, which offer audit support, DeFi classification, and ERP integrations.” Mistral Small · negative prompt · first choice
“Use an enterprise sub-ledger like Cryptio, Bitwave, Lukka, Ledgible or TRES when you need GAAP/IFRS journal entries” Muse Glimmer 30B · comparative prompt · first choice
“Choose Ledgible or Cryptio if: You run a business, hold significant assets, need to reconcile accounts monthly” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Full ledger replacement, but pricier (~$13k+/yr).” Grok 4.1 Fast · direct prompt · soft negative
“SoftLedger is the safer default recommendation because it appears better aligned to mid-market needs and pricing expectations” Perplexity Sonar · paraphrase prompt · first choice
“Bitwave or SoftLedger are the top recommendations” Mistral Small · paraphrase prompt · first choice
“SoftLedger is another option, starting at $45–$750 per month” Mistral Small · 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.