One of fourteen models named Cryptio first on the direct prompt; zero named Koinly. Both were named by all fourteen models and Cryptio carries 52 labels and Koinly 42, 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 November 2026 Edition, Cryptio and Koinly were named in the same answer seventy-nine times, of the 175 answers naming Cryptio and the 107 naming Koinly. In those answers Koinly took the first choice fourteen times and Cryptio seventeen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
“What to Avoid ... Cryptio ($449+/mo) ... overkill for limited budgets” Kimi K2 · budget prompt · hard negative
“Avoid enterprise tools such as Bitwave, Cryptio, and TRES” Perplexity Sonar · budget prompt · hard negative
“Best suited to enterprise controls, multi-entity accounting, and high-volume reconciliation rather than a typical mid-market deployment.” Perplexity Sonar · direct prompt · soft negative
“Cryptio and Bitwave are the leading choices due to their enterprise-grade features and integrations.” Mistral Small · direct prompt · first choice
“Cryptio is strongest for enterprise controls, multi-entity operations, and high-volume reconciliation” Muse Glimmer 30B · scale prompt · first choice
“the most commonly recommended digital asset subledgers are Bitwave and Cryptio” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Koinly, CoinLedger, CoinTracker, ZenLedger, and similar products may work for individual tax reporting, but they generally are not substitutes for a business general ledger” Perplexity Sonar · negative prompt · soft negative
“Multiple users across platforms (including Koinly and CryptoTaxCalculator) report: Slow or non-existent support responses” Kimi K2 · negative prompt · soft negative
“Caution: Use Koinly for basic reporting, but be prepared to spend significant time auditing the data to ensure accuracy.” GLM 4.7 FlashX · negative prompt · soft negative
“Koinly offers a free plan with support for up to 10,000 transactions and over 700 connections... making it an excellent starting point.” Claude Haiku 4.5 · budget prompt · first choice
“For a company with a limited budget, Koinly stands out as one of the best options among crypto accounting/tax platforms.” Grok 4.20 · budget prompt · first choice
“High ratings (~4.5–4.7 on Trustpilot with 2,000+ reviews). Praised for ease, multi-wallet syncing, and tax reports.” Grok 4.20 · negative 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.