Two of fourteen models named Ledgible first on the direct prompt; zero named CoinLedger. Ledgible was named by thirteen of the fourteen models and CoinLedger by eleven and Ledgible carries 24 labels and CoinLedger 21, so the shares are not directly comparable.
Named in one category 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 October 2026 Edition, Ledgible and CoinLedger were named in the same answer seventeen times, of the 63 answers naming Ledgible and the 55 naming CoinLedger. In those answers CoinLedger took the first choice two times and Ledgible 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 4.1 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. Five of six in this category shown.
“not as cost-effective as Breezing for volume)” DeepSeek V4 Flash · budget prompt · hard negative
“Platforms like Ledgible or Cryptio are powerful but typically start at higher price points” Qwen 3.7 Flash · budget prompt · soft negative
“Choose Ledgible or Cryptio if: You run a business, hold significant assets, need to reconcile accounts monthly, or require audit-ready financial statements” Qwen 3.7 Flash · comparative 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
“CryptaCount and Ledgible appear to be the most recommended for mid-market B2B companies based on current reviews.” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“rated poorly by professional accountants because they frequently misclassify complex transactions” Qwen 3.7 Flash · negative prompt · soft negative
“Cautions: - Enterprise governance and close workflows are limited” GLM 4.7 FlashX · negative prompt · soft negative
“they are not true double-entry subledgers” Gemini 3.5 Flash · budget prompt · soft negative
“Start with CoinTracking (free tier) or CoinLedger ($49)—test free imports first.” Grok 4.1 Fast · budget prompt · first choice
“For personal taxes, start with Koinly or CoinLedger (free previews available).” Grok 4.1 Fast · comparative prompt · first choice
“CoinLedger = Best overall for CPAs and TurboTax users” GLM 4.7 FlashX · comparative 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.