Crypto accounting for small business buyers
Asked as “crypto accounting platform”, and as “digital asset subledger”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. 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: how the two compare.
Standing · first-choice share
47%
Clear leader
47Breezing11Koinly05Bitwave36others
47% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Bitwave vs CryptioBitwave vs LedgibleBitwave vs CoinLedgerBitwave vs SoftLedgerCryptoworth vs BreezingCryptoworth vs KoinlyCryptoworth vs CryptioCryptoworth vs LedgibleCryptoworth vs CoinLedgerCryptoworth vs SoftLedgerBreezing vs KoinlyBreezing vs CryptioBreezing vs LedgibleBreezing vs CoinLedgerBreezing vs SoftLedgerKoinly vs CryptioKoinly vs LedgibleKoinly vs CoinLedgerKoinly vs SoftLedgerCryptio vs LedgibleCryptio vs CoinLedgerCryptio vs SoftLedgerLedgible vs CoinLedgerLedgible vs SoftLedgerCoinLedger vs SoftLedger
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Breezing47%
Breezing47%02Koinly11%
Koinly11%03Cryptoworth5%
Cryptoworth5%04SoftLedger5%
SoftLedger5%05CoinLedger5%
CoinLedger5%06Bitwave5%
Bitwave5%07QuickBooks Online4%
QuickBooks Online4%08Ledgible2%
Ledgible2%09TRES Finance2%
TRES Finance2%10Cryptio2%
Cryptio2%11CoinTracker0%
CoinTracker0%12ZenLedger0%
ZenLedger0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Cryptio53%
24 of 45 labels negative · 12 of 14 models · 4 hard negative
“Solutions built exclusively for large enterprises (such as **Cryptio**) may have unnecessary complexity, high minimum costs, or feature sets overkill for small businesses” Qwen 3.7 Flash, negative prompt
Bitwave40%
18 of 45 labels negative · 9 of 14 models · 3 hard negative
“Enterprise pricing and implementation make it the wrong size for small businesses.” Claude Haiku 4.5, negative prompt
Koinly29%
12 of 41 labels negative · 9 of 14 models · 1 hard negative
“they are highly problematic if used as a primary sub-ledger for a business” Gemini 3.5 Flash, negative prompt
TRES Finance42%
10 of 24 labels negative · 6 of 14 models · 2 hard negative
“What to Avoid (Unless You Scale) | TRES Finance | Quote-based” Kimi K2, direct prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1083 links across 196 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
55 answers · 55 citations · 12 models
vendor site · Breezing45 answers · 101 citations · 13 models
vendor site · Spark44 answers · 46 citations · 10 models
vendor site · G238 answers · 54 citations · 13 models
vendor site · CoinLedger30 answers · 37 citations · 12 models
29 answers · 31 citations · 11 models
27 answers · 50 citations · 10 models
vendor site · Bitwave27 answers · 43 citations · 13 models
21 answers · 28 citations · 10 models
20 answers · 20 citations · 10 models
20 answers · 20 citations · 9 models
vendor site · Cryptoworth19 answers · 30 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
55 answers · 12 models
44 answers · 10 models
35 answers · 12 models
30 answers · 12 models
28 answers · 11 models
24 answers · 11 models
24 answers · 10 models
20 answers · 10 models
20 answers · 9 models
17 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best crypto accounting platform”, “crypto accounting platform”, “crypto accounting platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Breezing breezing.io | 47% | 67 | 673,000 | 63,251 | 282 | 4 | |
| Koinly koinly.io | 11% | 85 | 12,100 | 230 | 27,962 | 11 | |
| Cryptoworth cryptoworth.com | 5% | 92 | 320 | 1 | 1,335 | 0 | 6 |
| SoftLedger softledger.com | 5% | 62 | 210 | 0 | 1,872 | 0 | 1 |
| CoinLedger coinledger.io | 5% | 55 | 6,600 | 81 | 124,477 | 98 | 2 |
| Bitwave bitwave.io | 5% | 158 | 590 | 6 | 929 | 6 | 1 |
| QuickBooks quickbooks.ninja QuickBooks Online 4% | 4% | 621 | 1,000,000 | 54,681 | 253 company | ||
| Ledgible ledgible.io Ledgible 2%, Ledgible Crypto Accounting 2% | 4% | 63 | 1,300 | 10 | 1,666 | 3 | |
| Request Finance requestfinance.com | 2% | 20 | 170 | 35 | 166 | 0 | |
| Kryptos kryptos.io | 2% | 6 |
Google's top ten for the three searches hold 17 sites; 5 of them are among the sites the models cited here (bitwave.io, breezing.io, coinledger.io, cryptoworth.com, g2.com). The first result for “best crypto accounting platform” is linkedin.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best crypto accounting platform for a small B2B company?”Paraphrase“Which digital asset subledger would you recommend to a small business that sells to other businesses?”Comparative“What are the top crypto accounting platforms for a small team and how do they differ?”Budget-constrained“What is the best crypto accounting platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a crypto accounting platform. What should we look at?”Negative“Which crypto accounting platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceBreezingChangedCoinLedger, KoinlyBreezing, CoinLedgeragainst: Cryptiono first choiceagainst: Bitwave, CoinTracker, Cryptio, Cryptoworth, Summ, TokenTax
Seven alternatives
CoinLedger, Cryptio, Cryptoworth, Divly, Koinly, QuickBooks Online, WhaleBooksOne alternative
MassetThree alternatives
Breezing, Cryptoworth, IntegralTwo alternatives
Koinly, QuickBooks OnlineGPT-5.4 miniCryptoworthBitwaveChangedKoinlyagainst: TaxBitKoinlyagainst: Cryptio, Ledgibleno first choiceagainst: Cryptio, Cryptoworth, Koinly, ZenLedger
Two alternatives
Bitwave, KoinlyThree alternatives
Bitwave, CoinTracker, CryptioGemini 3.5 FlashBreezingagainst: Bitwave, CoinTracker, Cryptio, Koinly, TRES FinanceRequest FinanceChangedagainst: Bitwave, CryptioBreezing, LedgibleBreezingagainst: Bitwave, Cryptio, SoftLedgerCryptioagainst: Bitwave, CoinTracker, Koinly, NetSuiteagainst: Bitwave, CoinLedger, CoinTracker, Cryptio, Koinly, Lukka, TaxBit, ZenLedger
Three alternatives
Cryptoworth, Gilded, LedgibleTwo alternatives
Breezing, CryptoworthThree alternatives
Bitwave, Cryptio, CryptoworthFour alternatives
Koinly, Ledgible, Request Finance, SummFour alternatives
Breezing, Cryptoworth, Ledgible, TRES FinancePerplexity SonarSoftLedgerBreezingChangedLedgible, TaxBitBreezingno first choiceagainst: Cryptio, TRES Finance
Three alternatives
Bitwave, Cryptio, QuickBooks OnlineOne alternative
BitwaveThree alternatives
Integral, SoftLedger, TRES FinanceTwo alternatives
Koinly, SoftLedgerGrok 4.1 FastCoinLedgerBreezingChangedagainst: Bitwave, Cryptio, Ledgible, SoftLedgerCoinLedger, Koinlyagainst: Cryptio, Ledgible, SoftLedgerBreezingBitwaveagainst: CoinLedger, Coinpanda, Cryptio, CryptoTaxCalculator, Koinly, TurboTax Business, ZenLedger
Three alternatives
CoinTracker, Cryptio, SoftLedgerFour alternatives
Bitwave, CoinTracker, TaxBit, ZenLedgerFour alternatives
CoinLedger, Koinly, QuickBooks Online, ZenLedgerFour alternatives
CoinLedger, Cryptio, Koinly, TRES FinanceMistral SmallSoftLedger, TRES FinanceBreezing, SoftLedgerChangedSoftLedgeragainst: CryptioCryptoworth, Koinlyagainst: ZenLedgerno first choicenothing named
Two alternatives
Cryptio, Sage IntacctTwo alternatives
Ledgible, RotkiOne alternative
QuickBooks OnlineDeepSeek V4 FlashBreezingagainst: Cryptio, TRES FinanceBreezingHeldagainst: Bitwave, CryptaCount, TRES FinanceCoinLedger, Koinlyagainst: CoinTracker, CoinTracking, Cryptio, TRES FinanceKoinlyagainst: Breezing, Cryptoworth, LedgibleBreezingagainst: CoinLedger, CoinTracker, CoinTracking, CryptoTrader.Tax, Koinly, TokenTax, ZenLedger
Two alternatives
CoinLedger, QuickBooks OnlineOne alternative
SoftLedgerFour alternatives
Breezing, Cryptoworth, TokenTax, ZenLedgerTwo alternatives
CoinLedger, CoinTrackingFour alternatives
CoinLedger, Cryptio, Cryptoworth, LedgibleLlama 4 Maverickno first choiceno first choiceHeldno first choiceBreezingno first choiceagainst: Cryptio
Four alternatives
Cryptoworth, Koinly, TRES Finance, ZenLedgerQwen 3.7 FlashBreezingagainst: KoinlyBreezingHeldagainst: BitwaveKoinlyBreezingBitwave, Ledger Analytics, TokenMetricsagainst: CoinTracker, Koinly, NetSuiteagainst: Cryptio
Two alternatives
Bitwave, LedgibleOne alternative
SoftLedgerThree alternatives
Bitwave, CoinTracking, SoftLedgerTwo alternatives
KryptoTax, LedgibleKimi K2Breezingagainst: Bitwave, Cryptio, TRES FinanceBreezingHeldagainst: Bitwave, Cryptio, TRES FinanceBreezing, Ledgibleagainst: Cryptio, TRES FinanceKryptos, LedgibleBreezing, Koinlyagainst: Bitwave, Cryptioagainst: Koinly, Ledger Enterprise, Waltio
Three alternatives
Ledgible, QuickBooks Online, SoftLedgerTwo alternatives
CoinTracker, SoftLedgerTwo alternatives
CoinTracker, KoinlyTwo alternatives
Breezing, QuickBooks OnlineThree alternatives
Ledgible, SoftLedger, TaxBitGLM 4.7 FlashXBreezingagainst: Bitwave, SoftLedgerBreezingHeldagainst: Bitwave, Cryptio, LedgibleBreezingKoinlyagainst: Bitwave, CryptaCount, Cryptio, TRES Financeno first choiceagainst: CoinLedger, Koinly
One alternative
CryptaCountOne alternative
CryptoworthFour alternatives
Bitwave, Cryptoworth, Ledgible, SoftLedgerFour alternatives
CoinLedger, CoinTracking, Cryptoworth, LedgibleMiniMax M2.5Coinbooks, KoinlyBreezingChangedCryptio, KoinlyCoinLedgerBreezingagainst: Bench, Consola Finance
One alternative
TRES FinanceThree alternatives
Bitwave, CoinTracker, KoinlyThree alternatives
Bitwave, Node40, SoftLedgerThree alternatives
Breezing, Koinly, KryptosTwo alternatives
Cryptio, LedgibleGPT-6 LunaQuickBooks Onlineagainst: TRES FinanceLedgible Crypto AccountingChangedCoinTrackerBreezingno first choiceagainst: Bitwave, CoinTracker, Cryptio, Koinly, TaxBit
One alternative
BitwaveOne alternative
BitwaveThree alternatives
Bitwave, Cryptio, Ledgible Crypto AccountingOne alternative
KoinlyMuse Glimmer 30BCryptoworth, QuickBooks Onlineagainst: BitwaveBreezingChangedCoinLedger, Koinlyagainst: Bitwave, TaxBitBreezingno first choiceagainst: Accointing, CoinLedger, CoinTracking, Crypto.com Tax, Koinly, ZenLedger
One alternative
TRES FinanceOne alternative
BitwaveFive alternatives
CoinTracker, Cryptio, Cryptoworth, QuickBooks Online, ZenLedgerTwo alternatives
Cryptoworth, LedgibleBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:13 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:42 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:04 | yes | 12 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:23 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:13 | yes | 23 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:46 | yes | 10 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:16 | yes | 17 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:30 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:49 | yes | 14 | 47 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:14 | yes | 13 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:11 | yes | 23 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:20 | yes | 5 | 12 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:01 | yes | 2 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:12 | yes | 21 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:32 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:37 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:25 | yes | 14 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:10 | yes | 19 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:52 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:18 | yes | 22 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:21 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:24 | yes | 9 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:02 | yes | 18 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:55 | yes | 17 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:23 | yes | 16 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:04 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:38 | yes | 20 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:23 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 6 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:19 | yes | 15 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:52 | yes | 13 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:11 | yes | 18 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:25 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:43 | yes | 22 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:15 | yes | 9 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:31 | yes | 21 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:09 | yes | 19 | 188 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:48 | yes | 16 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:13 | yes | 4 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:37 | yes | 23 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 6 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:14 | yes | 19 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:47 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:54 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:15 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:26 | yes | 23 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:15 | yes | 7 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:05 | yes | 17 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:35 | yes | 24 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:40 | yes | 17 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:20 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:08 | yes | 21 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:29 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:20 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:41 | yes | 11 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:44 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:13 | yes | 12 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:03 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:11 | yes | 20 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:30 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:44 | yes | 16 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:47 | yes | 16 | 111 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:15 | yes | 12 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:10 | yes | 3 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:15 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:42 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:46 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:20 | yes | 27 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:14 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:45 | yes | 21 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:15 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:09 | yes | 24 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:15 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:54 | yes | 8 | 24 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:58 | yes | 23 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:38 | yes | 25 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:40 | yes | 24 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:22 | yes | 3 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:06 | yes | 25 | 26 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
TRES (Fireblocks) read as TRES Finance
Unresolved, counted raw
Coinbooks
CoinsPaid
Crypto.com Tax
Divly
Gilded
KryptoTax
Ledger Analytics
Masset
QuickBooks Crypto
Rotki
Serenity
TokenMetrics
WhaleBooks
Discontinued, still offered
No shut-down product was recommended here.