Koinly vs CoinLedger
Zero of fourteen models named Koinly first on the direct prompt; zero named CoinLedger. Koinly was named by fourteen of the fourteen models and CoinLedger by eleven and Koinly carries 36 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
KoinlyFirst choices, of fourteen modelsCoinLedger
Across every category in the October 2026 Edition, Koinly and CoinLedger were named in the same answer forty-seven times, of the 89 answers naming Koinly and the 55 naming CoinLedger. In those answers CoinLedger took the first choice four times and Koinly six.
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 | | | |
Koinly CoinLedger first choice named as an alternative argued againstblank: not namedEach cell is one answer, Koinly on the left and CoinLedger on the right.The direct prompt
Neither was named
14 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
Koinly0%#11 of 11CoinLedger0%#10 of 11What the models said about Koinly
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid consumer tools (ZenLedger/Koinly – tax-only, not full accounting).” Grok 4.1 Fast · direct prompt · hard negative
“Be Cautious With—Not Avoid Completely ... rated poorly by professional accountants because they frequently misclassify complex transactions” Qwen 3.7 Flash · negative prompt · soft negative
“the requirements shift away from "retail" crypto apps (like standard Koinly)” Qwen 3.7 Flash · paraphrase prompt · soft negative
“For the most budget-conscious choice, Breezing or Koinly's free tier would be ideal starting points.” Claude Haiku 4.5 · budget prompt · first choice
“If you're just starting and volume is low: Try Koinly (free plan) or Cryptoworth (free basic plan).” GLM 4.7 FlashX · budget prompt · first choice
“the best starting point is usually Koinly for crypto accounting/tax tracking” GPT-5.4 mini · budget 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.