Four of fourteen models named Cryptoworth first on the direct prompt; zero named SoftLedger. Cryptoworth was named by thirteen of the fourteen models and SoftLedger by twelve and Cryptoworth carries 38 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, Cryptoworth and SoftLedger were named in the same answer twenty-three times, of the 92 answers naming Cryptoworth and the 62 naming SoftLedger. In those answers SoftLedger took the first choice one time and Cryptoworth one.
| 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.
“Platforms with Consistent Negative Feedback Cryptoworth - Slow performance and lag when processing large transaction volumes” Qwen 3.7 Flash · negative prompt · hard negative
“Platforms with Significant Issues ... Cryptoworth ... Slow performance with lags and refresh needs” GLM 4.7 FlashX · negative prompt · hard negative
“positioned as a sub-ledger and may not cover payroll, treasury, or B2B payment workflows” Perplexity Sonar · negative prompt · soft negative
“Cryptoworth is specifically positioned for mid-market GL sync, sitting comfortably between enterprise solutions like Bitwave and simpler tax apps” Claude Haiku 4.5 · direct prompt · first choice
“Cryptoworth often cited as the best overall for mid-market needs due to its comprehensive features and compliance support” Mistral Small · direct prompt · first choice
“I'd suggest evaluating Cryptoworth or Ledgible first due to their transparent pricing and mid-market focus” Kimi K2 · direct 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.