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Crypto accounting · November 2026 Edition

Cryptio vs SoftLedger

One of fourteen models named Cryptio first on the direct prompt; one named SoftLedger. Cryptio was named by fourteen of the fourteen models and SoftLedger by eleven and Cryptio carries 52 labels and SoftLedger 18, so the shares are not directly comparable.

Cryptio

accepted challenger

Named in one category this edition.

SoftLedger

accepted challenger

Named in three categories this edition.

First-choice share8%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 13; printed, not drawn.
Labels5218A 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 SoftLedger · 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 modelsSoftLedger
Direct111 against Cryptio
Paraphrase21
Comparative20
Budget-constrained006 against Cryptio · 1 against SoftLedger
Scale-constrained10
Negative001 against Cryptio
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 SoftLedger were named in the same answer fifty-one times, of the 175 answers naming Cryptio and the 72 naming SoftLedger. In those answers SoftLedger took the first choice three times and Cryptio fourteen.

Every model, every framing

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

The direct prompt

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

Cryptio first, SoftLedger not the choice

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

SoftLedger first, Cryptio not the choice

1 of 14 modelsCryptio was named in the answer but not as the choice, or not at all.
Kimi K2SoftLedger alternatives: Bitwave, Cryptoworth

Neither was the first choice, one was named

11 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Cryptoworth alternatives: Bitwave, Breezing, Sage Intacct, SoftLedger
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

1 of 14 modelsThe answer made no first choice from these two in this category.
Perplexity SonarCryptoworth alternatives: Bitwave, Ledgible, TRES Finance

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 ten points.
Cryptio12%#2 of 12
SoftLedger2%#10 of 12
The full small business standing →
Mid-marketThe figures above
Cryptio leads by four points.
Cryptio8%#4 of 13
SoftLedger4%#6 of 13
The full mid-market standing →
Enterprise
Cryptio leads by fourteen points.
Cryptio18%#2 of 11
SoftLedger4%#3 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 SoftLedger

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“What to Avoid ... SoftLedger ($749/mo) ... overkill for limited budgets” Kimi K2 · budget prompt · hard negative
“For a typical mid-sized B2B company, I'd suggest starting with SoftLedger” MiniMax M2.5 · paraphrase prompt · first choice
“SoftLedger ⭐ Best Overall for Mid-Market” Kimi K2 · direct prompt · first choice
“SoftLedger takes a fundamentally different approach: it *is* the accounting system, designed for crypto-native companies” Claude Haiku 4.5 · direct prompt · alternative
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.