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Crypto accounting · November 2026 Edition

Cryptio vs Koinly

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.

Cryptio

accepted challenger

Named in one category this edition.

Koinly

accepted challenger

Named in one category this edition.

First-choice share8%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%24%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 13; printed, not drawn.
Labels5242A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cryptio reading right to left. Rank and label count are printed, not drawn.Bitwave was named alongside these two in fourteen of the fourteen direct answers. Bitwave vs Cryptio · Bitwave vs Koinly · Cryptoworth vs Cryptio

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CryptioFirst choices, of fourteen modelsKoinly
Direct101 against Cryptio · 1 against Koinly
Paraphrase20
Comparative25
Budget-constrained046 against Cryptio · 1 against Koinly
Scale-constrained101 against Koinly
Negative021 against Cryptio · 7 against Koinly
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Cryptio and Koinly stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Cryptio Koinly first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cryptio on the left and Koinly on the right.

The direct prompt

The plain question, one answer per model, grouped by where Cryptio and Koinly stood in it.

Cryptio first, Koinly not the choice

1 of 14 modelsKoinly was named in the answer but not as the choice, or not at all.
Mistral SmallBitwave, Cryptio alternatives: Cryptoworth

Neither was the first choice, one was named

10 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniCryptoworth alternatives: Bitwave, Cryptio, SoftLedger
Gemini 3.5 FlashBitwave alternatives: Cryptio, Cryptoworth, TRES Finance
Grok 4.20Bitwave alternatives: Cryptio, Cryptoworth, SoftLedger
DeepSeek V4 FlashCryptoworth alternatives: Bitwave, Cryptio, Ledgible
Llama 4 MaverickCryptoworth alternatives: Bitwave, Cryptio
Qwen 3.7 FlashBitwave alternatives: Cryptio, TRES Finance
GLM 4.7 FlashXCryptoworth alternatives: Bitwave, Breezing, Cryptio, Ledgible
MiniMax M2.5Cryptoworth alternatives: Bitwave, Breezing, Cryptio
GPT-6 LunaBitwave alternatives: Cryptio
Muse Glimmer 30BCryptoworth alternatives: Bitwave, Cryptio

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Cryptoworth alternatives: Bitwave, Breezing, Sage Intacct, SoftLedger
Perplexity SonarCryptoworth alternatives: Bitwave, Ledgible, TRES Finance
Kimi K2SoftLedger alternatives: Bitwave, Cryptoworth

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Cryptio leads by two points.
Cryptio12%#2 of 12
Koinly10%#3 of 12
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Cryptio8%#4 of 13
Koinly8%#5 of 13
The full mid-market standing →
Enterprise
Cryptio leads by eighteen points.
Cryptio18%#2 of 11
Koinly0%#11 of 11
The full enterprise standing →

What the models said about Cryptio

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

What 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.

“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
Also compared

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.