Koinly vs Ledgible
Zero of fourteen models named Koinly first on the direct prompt; two named Ledgible. Koinly was named by fourteen of the fourteen models and Ledgible by thirteen and Koinly carries 36 labels and Ledgible 24, 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 modelsLedgible
Across every category in the October 2026 Edition, Koinly and Ledgible were named in the same answer twenty-seven times, of the 89 answers naming Koinly and the 63 naming Ledgible. In those answers Ledgible took the first choice five times and Koinly seven.
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 Ledgible first choice named as an alternative argued againstblank: not namedEach cell is one answer, Koinly on the left and Ledgible on the right.The direct prompt
Ledgible first, Koinly not the choice
2 of 14 modelsKoinly was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 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
Koinly0%#11 of 11Ledgible0%#9 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 Ledgible
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
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.