Cryptoworth vs CoinLedger
Four of fourteen models named Cryptoworth first on the direct prompt; zero named CoinLedger. Cryptoworth was named by thirteen of the fourteen models and CoinLedger by eleven and Cryptoworth carries 38 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.
By framing
CryptoworthFirst choices, of fourteen modelsCoinLedger
Across every category in the October 2026 Edition, Cryptoworth and CoinLedger were named in the same answer twenty-eight times, of the 92 answers naming Cryptoworth and the 55 naming CoinLedger. In those answers CoinLedger took the first choice six times and Cryptoworth five.
Every model, every framing
| 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 | | | |
Cryptoworth CoinLedger first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cryptoworth on the left and CoinLedger on the right.The direct prompt
Cryptoworth first, CoinLedger not the choice
4 of 14 modelsCoinLedger was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Cryptoworth5%#3 of 12CoinLedger5%#5 of 12Cryptoworth14%#2 of 14CoinLedger4%#7 of 14Cryptoworth4%#4 of 11CoinLedger0%#10 of 11What the models said about Cryptoworth
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
What the models said about CoinLedger
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.