# Crypto accounting: what AI models recommend, October 2026

Finance AI Recommendation Index, October 2026 Edition. Asked as "crypto accounting platform" and as "digital asset subledger", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://finance-ai-index.com/accounting/crypto-accounting/

**Standing:** Bitwave leads with 27% of first choices; verdict contested. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Bitwave | 27% | 13% | 45 |
| 2 | Cryptoworth | 14% | 13% | 38 |
| 3 | Breezing | 14% | 0% | 19 |
| 4 | Koinly | 11% | 31% | 36 |
| 5 | Cryptio | 9% | 12% | 43 |
| 6 | Ledgible | 5% | 8% | 24 |
| 7 | CoinLedger | 4% | 14% | 21 |
| 8 | SoftLedger | 4% | 8% | 13 |
| 9 | TaxBit | 2% | 9% | 11 |
| 10 | CoinTracking | 2% | 20% | 10 |
| 11 | TRES Finance | 0% | 12% | 25 |
| 12 | CoinTracker | 0% | 29% | 17 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Cryptoworth; alternatives Bitwave, Breezing, Cryptio
- GPT-5.4 mini: Cryptio; alternatives Bitwave, SoftLedger
- Gemini 3.5 Flash: Bitwave; alternatives Cryptio, Cryptoworth, TRES Finance
- Perplexity Sonar: Cryptio; alternatives Bitwave, CryptaCount, Ledgible, TRES Finance
- Grok 4.1 Fast: Bitwave; alternatives Cryptio, Cryptoworth
- Mistral Small: Cryptoworth; alternatives CryptaCount
- DeepSeek V4 Flash: Bitwave; alternatives Cryptio, Cryptoworth, Ledgible
- Llama 4 Maverick: CryptaCount; alternatives Ledgible
- Qwen 3.7 Flash: CryptaCount; alternatives Bitwave
- Kimi K2: Cryptoworth, Ledgible; alternatives Bitwave, TRES Finance
- GLM 4.7 FlashX: Bitwave; alternatives CoinTracker, Cryptio, Cryptoworth, Ledgible
- MiniMax M2.5: CryptaCount, Ledgible; alternatives Node40
- GPT-6 Luna: Bitwave; alternatives Cryptio, Ledgible
- Muse Glimmer 30B: Cryptoworth; alternatives Bitwave, Cryptio, Ledgible

## Sources the answers cite

79 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- spark.money: 47 answers, 50 citations
- fitsmallbusiness.com: 37 answers, 37 citations
- cryptoworth.com: 35 answers, 50 citations
- breezing.io: 33 answers, 62 citations
- bitwave.io: 32 answers, 52 citations
- coinledger.io: 32 answers, 39 citations
- g2.com: 29 answers, 45 citations
- milkroad.com: 24 answers, 27 citations

Pages named in the most answers:

- https://spark.money/tools/crypto-accounting-software-comparison (47 answers)
- https://fitsmallbusiness.com/best-cryptocurrency-accounting-software (37 answers)
- https://breezing.io/blog/best-crypto-accounting-subledger-tools (26 answers)
- https://coinledger.io/tools/best-crypto-accounting-software (26 answers)
- https://milkroad.com/tax/accounting (22 answers)
- https://g2.com/categories/crypto-accounting (21 answers)
- https://techdogs.com/td-articles/product-mine/best-crypto-accounting-software (17 answers)
- https://founderscpa.com/blog/best-crypto-accounting-software (15 answers)
- https://itechguides.com/best/crypto-accounting-software (14 answers)
- https://request.finance/crypto-accounting/how-to-choose-a-crypto-accounting-solution (14 answers)

## Warned against

- Koinly: 11 of 36 labels negative. "Avoid consumer tools (ZenLedger/Koinly – tax-only, not full accounting)." (Grok 4.1 Fast, direct prompt)
- Cryptoworth: 5 of 38 labels negative. "Platforms with Consistent Negative Feedback

Cryptoworth
- Slow performance and lag when processing large transaction volumes" (Qwen 3.7 Flash, negative prompt)
- Bitwave: 6 of 45 labels negative. "Bitwave (custom quote, enterprise only)" (DeepSeek V4 Flash, budget prompt)
- Cryptio: 5 of 43 labels negative. "What to Avoid on a Tight Budget (Enterprise tools) - Cryptio (starts ~$449/mo)" (DeepSeek V4 Flash, budget prompt)

## Record

- Method: https://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, October 2026 Edition, finance-ai-index.com.