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Crypto accounting · October 2026 Edition

Bitwave vs CoinLedger

Five of fourteen models named Bitwave first on the direct prompt; zero named CoinLedger. Bitwave was named by fourteen of the fourteen models and CoinLedger by eleven and Bitwave carries 45 labels and CoinLedger 21, so the shares are not directly comparable.

Bitwave

accepted challenger

Named in two categories this edition.

CoinLedger

accepted challenger

Named in one category this edition.

First-choice share27%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 14; printed, not drawn.
Labels4521A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Bitwave reading right to left. Rank and label count are printed, not drawn.Cryptio was named alongside these two in nine of the fourteen direct answers. Bitwave vs Cryptoworth · Bitwave vs Breezing · Bitwave vs Koinly

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.
BitwaveFirst choices, of fourteen modelsCoinLedger
Direct501 against Bitwave
Paraphrase602 against Bitwave
Comparative62
Budget-constrained023 against Bitwave · 1 against CoinLedger
Scale-constrained40
Negative102 against CoinLedger
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, Bitwave and CoinLedger were named in the same answer thirty times, of the 159 answers naming Bitwave and the 55 naming CoinLedger. In those answers CoinLedger took the first choice five times and Bitwave twelve.

Every model, every framing

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

The direct prompt

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

Bitwave first, CoinLedger not the choice

5 of 14 modelsCoinLedger was named in the answer but not as the choice, or not at all.
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

Neither was the first choice, one was named

6 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
GPT-5.4 miniCryptio alternatives: Bitwave, SoftLedger
Perplexity SonarCryptio alternatives: Bitwave, CryptaCount, Ledgible, TRES Finance
Qwen 3.7 FlashCryptaCount alternatives: Bitwave
Kimi K2Cryptoworth, Ledgible alternatives: Bitwave, TRES Finance
Muse Glimmer 30BCryptoworth alternatives: Bitwave, Cryptio, Ledgible

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Mistral SmallCryptoworth alternatives: CryptaCount
Llama 4 MaverickCryptaCount alternatives: Ledgible
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
Level: the same share of first choices.
Bitwave5%#6 of 12
CoinLedger5%#5 of 12
The full small business standing →
Mid-marketThe figures above
Bitwave leads by twenty-three points.
Bitwave27%#1 of 14
CoinLedger4%#7 of 14
The full mid-market standing →
Enterprise
Bitwave leads by fifty-seven points.
Bitwave57%#1 of 11
CoinLedger0%#10 of 11
The full enterprise standing →

What the models said about Bitwave

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

“Bitwave (custom quote, enterprise only)” DeepSeek V4 Flash · budget prompt · hard negative
“such as Bitwave (starting at ~$5,000/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
“positioned for larger/regulated firms—might be overkill/pricey (quote-based) for mid-sized” Grok 4.1 Fast · paraphrase prompt · soft negative
“Bitwave is the strongest choice if your business needs controlled digital-asset accounting across wallets, exchanges, entities, and ledgers” Muse Glimmer 30B · comparative prompt · first choice
“Bitwave (Strongest overall for mid-market B2B) ... Why #1 pick? Balances power and usability for B2B ops without excessive complexity.” Grok 4.1 Fast · direct prompt · first choice
“Bitwave or SoftLedger are the top recommendations due to their scalability, ERP integrations, and focus on mid-market needs” Mistral Small · paraphrase prompt · first choice

What the models said about CoinLedger

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

“rated poorly by professional accountants because they frequently misclassify complex transactions” Qwen 3.7 Flash · negative prompt · soft negative
“Cautions: - Enterprise governance and close workflows are limited” GLM 4.7 FlashX · negative prompt · soft negative
“they are not true double-entry subledgers” Gemini 3.5 Flash · budget prompt · soft negative
“Start with CoinTracking (free tier) or CoinLedger ($49)—test free imports first.” Grok 4.1 Fast · budget prompt · first choice
“For personal taxes, start with Koinly or CoinLedger (free previews available).” Grok 4.1 Fast · comparative prompt · first choice
“CoinLedger = Best overall for CPAs and TurboTax users” GLM 4.7 FlashX · comparative 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.