Eight of fourteen models named Cryptoworth first on the direct prompt; zero named Koinly. Cryptoworth was named by thirteen of the fourteen models and Koinly by fourteen and Cryptoworth carries 46 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, Cryptoworth and Koinly were named in the same answer sixty-one times, of the 130 answers naming Cryptoworth and the 107 naming Koinly. In those answers Koinly took the first choice twelve times and Cryptoworth five.
| 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.
“multiple hard negative reviews citing issues with reliability and speed” Mistral Small · negative prompt · hard negative
“paid plans reportedly begin around $285/month, making it better for a growing business than a very small operation” Perplexity Sonar · budget prompt · soft negative
“Most enterprise vendors—including Bitwave, Cryptio, Cryptoworth, and others—use custom pricing” Perplexity Sonar · negative prompt · soft negative
“Cryptoworth sits comfortably in the mid-market: more accessible than Bitwave, more accounting-complete than a tax app, and is suitable for mid-market companies” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-sized B2B companies, Cryptoworth offers the best balance of features, pricing, and ease of integration.” GLM 4.7 FlashX · paraphrase prompt · first choice
“If you need a purpose-built mid-market solution with strong GL sync and multi-entity support: Cryptoworth.” GLM 4.7 FlashX · direct 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.