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Crypto accounting · October 2026 Edition

Cryptio vs SoftLedger

Two of fourteen models named Cryptio first on the direct prompt; zero named SoftLedger. Cryptio was named by fourteen of the fourteen models and SoftLedger by twelve and Cryptio carries 43 labels and SoftLedger 13, so the shares are not directly comparable.

Cryptio

accepted challenger

Named in one category this edition.

SoftLedger

accepted challenger

Named in two categories this edition.

First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 14; printed, not drawn.
Labels4313A 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 eleven 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
Direct201 against SoftLedger
Paraphrase121 against Cryptio
Comparative40
Budget-constrained004 against Cryptio
Scale-constrained20
Negative10
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 October 2026 Edition, Cryptio and SoftLedger were named in the same answer forty-three times, of the 137 answers naming Cryptio and the 62 naming SoftLedger. In those answers SoftLedger took the first choice six times and Cryptio seven.

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 4.1 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
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 an alternative

2 of 14 modelsSoftLedger was named in the answer but not as the choice, or not at all.
GPT-5.4 miniCryptio alternatives: Bitwave, SoftLedger
Perplexity SonarCryptio alternatives: Bitwave, CryptaCount, Ledgible, TRES Finance

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Cryptoworth alternatives: Bitwave, Breezing, Cryptio
Gemini 3.5 FlashBitwave alternatives: Cryptio, Cryptoworth, TRES Finance
Grok 4.1 FastBitwave alternatives: Cryptio, Cryptoworth
DeepSeek V4 FlashBitwave alternatives: Cryptio, Cryptoworth, Ledgible
GLM 4.7 FlashXBitwave alternatives: CoinTracker, Cryptio, Cryptoworth, Ledgible
GPT-6 LunaBitwave alternatives: Cryptio, Ledgible
Muse Glimmer 30BCryptoworth alternatives: Bitwave, Cryptio, Ledgible

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Mistral SmallCryptoworth alternatives: CryptaCount
Llama 4 MaverickCryptaCount alternatives: Ledgible
Qwen 3.7 FlashCryptaCount alternatives: Bitwave
Kimi K2Cryptoworth, Ledgible alternatives: Bitwave, TRES Finance
MiniMax M2.5CryptaCount, Ledgible alternatives: Node40

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
SoftLedger leads by four points.
SoftLedger5%#4 of 12
Cryptio2%#10 of 12
The full small business standing →
Mid-marketThe figures above
The order flips: Cryptio leads at mid-market.
Cryptio9%#5 of 14
SoftLedger4%#8 of 14
The full mid-market standing →
Enterprise
Cryptio leads by ten points.
Cryptio14%#2 of 11
SoftLedger4%#5 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 on a Tight Budget (Enterprise tools) - Cryptio (starts ~$449/mo)” DeepSeek V4 Flash · budget prompt · hard negative
“Cryptio (starting at ~$449/month)—are designed for enterprises and are far too expensive for startups or small-to-medium businesses” Gemini 3.5 Flash · budget prompt · soft negative
“typically start at higher price points (often $49/mo+ or enterprise-only contracts)” Qwen 3.7 Flash · budget prompt · soft negative
“Enterprise-grade subledgers like Bitwave or Cryptio, which offer audit support, DeFi classification, and ERP integrations.” Mistral Small · negative prompt · first choice
“Use an enterprise sub-ledger like Cryptio, Bitwave, Lukka, Ledgible or TRES when you need GAAP/IFRS journal entries” Muse Glimmer 30B · comparative prompt · first choice
“Choose Ledgible or Cryptio if: You run a business, hold significant assets, need to reconcile accounts monthly” Qwen 3.7 Flash · comparative 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 four in this category shown.

“Full ledger replacement, but pricier (~$13k+/yr).” Grok 4.1 Fast · direct prompt · soft negative
“SoftLedger is the safer default recommendation because it appears better aligned to mid-market needs and pricing expectations” Perplexity Sonar · paraphrase prompt · first choice
“Bitwave or SoftLedger are the top recommendations” Mistral Small · paraphrase prompt · first choice
“SoftLedger is another option, starting at $45–$750 per month” Mistral Small · budget 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.