Crypto accounting
Asked as “crypto accounting platform”, and as “digital asset subledger”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
33%
Contested · Cryptoworth 25%
33Bitwave25Cryptoworth15Breezing27others
33% of first choices, contested.
Since October 2026▲+6Since October 2026: 27% → 33%, +6 points. Inside the 10-point floor: within noise.Bitwave held the lead, +6 points on 27%, inside the 10-point floor.
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.
Small business
Breezing38%Contested▼−9Since October 2026: 47% → 38%, −9 points. Inside the 10-point floor: within noise.Standing →Mid-market
Bitwave33%Contested▲+6Since October 2026: 27% → 33%, +6 points. Inside the 10-point floor: within noise.This pageEnterpriseBitwave66%Clear leader▲+9Since October 2026: 57% → 66%, +9 points. Inside the 10-point floor: within noise.Standing →
Breezing38%Contested▼−9Since October 2026: 47% → 38%, −9 points. Inside the 10-point floor: within noise.Standing →Mid-marketBitwave33%Contested▲+6Since October 2026: 27% → 33%, +6 points. Inside the 10-point floor: within noise.This pageEnterpriseBitwave66%Clear leader▲+9Since October 2026: 57% → 66%, +9 points. Inside the 10-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Bitwave33%10%61endorsed leader▲+6Since October 2026: 27% → 33%, +6 points. Inside the 10-point floor: within noise.27% → 33%
Bitwave33%10%61endorsed leader▲+6Since October 2026: 27% → 33%, +6 points. Inside the 10-point floor: within noise.27% → 33%02
Cryptoworth25%9%46accepted challenger▲+11Since October 2026: 14% → 25%, +11 points. Past the 10-point floor: movement.14% → 25%
Cryptoworth25%9%46accepted challenger▲+11Since October 2026: 14% → 25%, +11 points. Past the 10-point floor: movement.14% → 25%03Breezing15%0%17accepted challenger▲+1Since October 2026: 14% → 15%, +1 point. Inside the 10-point floor: within noise.14% → 15%
Breezing15%0%17accepted challenger▲+1Since October 2026: 14% → 15%, +1 point. Inside the 10-point floor: within noise.14% → 15%04
Cryptio8%15%52accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 10-point floor: within noise.9% → 8%
Cryptio8%15%52accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 10-point floor: within noise.9% → 8%05
Koinly8%24%42accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 10-point floor: within noise.11% → 8%
Koinly8%24%42accepted challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 10-point floor: within noise.11% → 8%06
SoftLedger4%6%18accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%
SoftLedger4%6%18accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%07
CoinLedger2%17%29accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
CoinLedger2%17%29accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%Show the six products at 0%, ordered by negative rate
13
ZenLedger0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
ZenLedger0%38%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
CoinTracker0%33%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
CoinTracker0%33%24criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
TRES Finance0%23%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
TRES Finance0%23%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Lukka0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Lukka0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Ledgible0%9%22accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise.5% → 0%
Ledgible0%9%22accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise.5% → 0%10
TokenTax0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
TokenTax0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
For buyers
All twenty-one head-to-head pages: the top seven products, each against each
Bitwave vs KoinlyBitwave vs SoftLedgerBitwave vs CoinLedgerCryptoworth vs BreezingCryptoworth vs CryptioCryptoworth vs KoinlyCryptoworth vs SoftLedgerCryptoworth vs CoinLedgerBreezing vs CryptioBreezing vs KoinlyBreezing vs SoftLedgerBreezing vs CoinLedgerCryptio vs KoinlyCryptio vs SoftLedgerCryptio vs CoinLedgerKoinly vs SoftLedgerKoinly vs CoinLedgerSoftLedger vs CoinLedger
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Bitwave33%
Bitwave33%02Cryptoworth25%
Cryptoworth25%03Breezing15%
Breezing15%04Cryptio8%
Cryptio8%05Koinly8%
Koinly8%06SoftLedger4%
SoftLedger4%07CoinLedger2%
CoinLedger2%08Ledgible0%
Ledgible0%09TRES Finance0%
TRES Finance0%10TokenTax0%
TokenTax0%11Lukka0%
Lukka0%12CoinTracker0%
CoinTracker0%13ZenLedger0%
ZenLedger0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Koinly24%
10 of 42 labels negative · 9 of 14 models
“Koinly, CoinLedger, CoinTracker, ZenLedger, and similar products may work for individual tax reporting, but they generally are not substitutes for a business general ledger” Perplexity Sonar, negative prompt
CoinTracker33%
8 of 24 labels negative · 7 of 14 models · 1 hard negative
“CoinTracker — Multiple Data Breaches ... the repeated exposure of user data is a serious concern” Kimi K2, negative prompt
Cryptio15%
8 of 52 labels negative · 6 of 14 models · 2 hard negative
“What to Avoid ... Cryptio ($449+/mo) ... overkill for limited budgets” Kimi K2, budget prompt
Bitwave10%
6 of 61 labels negative · 5 of 14 models · 2 hard negative
“What to Avoid ... Bitwave (custom pricing) ... overkill for limited budgets” Kimi K2, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
77 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. 915 links across 213 sites, every framing counted. Ranked by the number of answers carrying the site or page. 10 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · CoinLedger39 answers · 45 citations · 12 models
vendor site · Cryptoworth38 answers · 83 citations · 12 models
vendor site · G233 answers · 49 citations · 10 models
33 answers · 33 citations · 12 models
vendor site · Bitwave31 answers · 65 citations · 14 models
vendor site · Breezing27 answers · 44 citations · 11 models
18 answers · 18 citations · 9 models
vendor site · TRES17 answers · 26 citations · 9 models
16 answers · 16 citations · 10 models
vendor site · Spark14 answers · 16 citations · 6 models
13 answers · 13 citations · 9 models
vendor site · Sourceforge12 answers · 15 citations · 7 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.
38 answers · 12 models
33 answers · 12 models
20 answers · 10 models
18 answers · 9 models
16 answers · 10 models
16 answers · 9 models
15 answers · 10 models
13 answers · 9 models
13 answers · 9 models
13 answers · 6 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 |
|---|---|---|---|---|---|---|---|
| Bitwave bitwave.io | 33% | 185 | 590 | 6 | 929 | 6 | 1 |
| Cryptoworth cryptoworth.com | 25% | 130 | 320 | 1 | 1,335 | 0 | 6 |
| Breezing breezing.io | 15% | 67 | 673,000 | 63,251 | 282 | 4 | |
| Cryptio cryptio.co | 8% | 169 | 201,000 | 1 | 187 | 6 | 2 |
| Koinly koinly.io | 8% | 101 | 12,100 | 230 | 27,962 | 11 | |
| SoftLedger softledger.com | 4% | 69 | 210 | 0 | 1,872 | 0 | 1 |
| CoinLedger coinledger.io | 2% | 74 | 6,600 | 81 | 124,477 | 98 | 2 |
| QuickBooks quickbooks.ninja QuickBooks Online 2% | 2% | 692 | 1,000,000 | 54,681 | 253 company | ||
| CoinTracking cointracking.info | 2% | 13 | 14,800 | 338 | |||
| Ledgible ledgible.io | 0% | 76 | 1,300 | 10 | 1,666 | 3 |
Google's top ten for the three searches hold 17 sites; 6 of them are among the sites the models cited here (bitwave.io, breezing.io, coinledger.io, cryptoworth.com, g2.com, tres.finance). 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 mid-market B2B company?”Paraphrase“Which digital asset subledger would you recommend to a mid-sized B2B company?”Comparative“What are the top crypto accounting platforms and how do they differ?”Budget-constrained“What is the best crypto accounting platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a crypto accounting platform. What should we look at?”Negative“Which crypto accounting platforms should I avoid or be cautious about?”
Claude Haiku 4.5Cryptoworthno first choiceChangedno first choiceKoinlyno first choicenothing named
Four alternatives
Bitwave, Breezing, Sage Intacct, SoftLedgerFour alternatives
Breezing, CoinLedger, Cryptoworth, QuickBooks OnlineGPT-5.4 miniCryptoworthBitwaveChangedKoinlyCoinTrackingagainst: Cryptoworthno first choiceagainst: CoinTracking, Koinly, TaxBit
Three alternatives
Bitwave, Cryptio, SoftLedgerTwo alternatives
Cryptio, LedgibleSix alternatives
Blockpit, CoinLedger, CoinTracker, Summ, TaxBit, TokenTaxGemini 3.5 FlashBitwaveagainst: CoinTracker, KoinlyBitwaveHeldBitwaveBreezingagainst: Bitwave, Cryptio, TRES FinanceBitwavenothing named
Three alternatives
Cryptio, Cryptoworth, TRES FinanceFour alternatives
Breezing, Cryptio, Cryptoworth, TRES FinanceSix alternatives
CoinLedger, Cryptio, Cryptoworth, Koinly, SoftLedger, TRES FinanceFour alternatives
CoinLedger, Cryptoworth, Koinly, QuickBooks OnlineThree alternatives
Cryptio, TRES Finance, TaxBitPerplexity SonarCryptoworthagainst: CryptioCryptoworthHeldBitwave, CryptioQuickBooks Onlineagainst: Bitwave, Cryptio, Cryptoworth, TRES Financeno first choiceagainst: Bitwave, CoinLedger, CoinTracker, Cryptio, Cryptoworth, Koinly, ZenLedger
Three alternatives
Bitwave, Ledgible, TRES FinanceFour alternatives
Bitwave, Breezing, Cryptio, SoftLedgerSix alternatives
CoinLedger, Cryptoworth, Koinly, Ledgible, SoftLedger, TRES FinanceTwo alternatives
Breezing, LedgibleGrok 4.20Bitwaveagainst: Lukka, TRES FinanceBitwaveHeldagainst: Lukka, TRES FinanceCryptio, TRES FinanceKoinlyagainst: Cryptiono first choiceagainst: Koinly, ZenLedgeragainst: Accointing, Coinpanda, CryptoTaxCalculator, H&R Block, RP2, TaxBit, TurboTax Business, ZenLedger
Three alternatives
Cryptio, Cryptoworth, SoftLedgerTwo alternatives
Cryptio, CryptoworthFour alternatives
Bitwave, Cryptoworth, Ledgible, LukkaFive alternatives
Akaunting, CoinLedger, QuickBooks Online, Xero, ZenLedgerMistral SmallBitwave, CryptioBitwave, CryptioHeldno first choiceBreezingagainst: Cryptio, Koinly, Ledgibleno first choiceagainst: Bitwave, Cryptoworth, Koinly, ZenLedger
One alternative
CryptoworthDeepSeek V4 FlashCryptoworthBitwave, BreezingChangedno first choiceKoinlyBitwaveagainst: CoinLedger, CoinTracker, CoinTracking, CryptoPanda, CryptoTaxCalculator, CryptoTrader.Tax, Koinly, TokenTax, TurboTax Business, ZenLedger
Three alternatives
Bitwave, Cryptio, LedgibleOne alternative
CryptoworthNine alternatives
Bitwave, CoinLedger, CoinTracking, Cryptio, Koinly, Lukka, TaxBit, TokenTax, ZenLedgerTwo alternatives
CoinTracker, CryptioFour alternatives
Cryptio, Cryptoworth, Lukka, TRES FinanceLlama 4 MaverickCryptoworthBitwaveChangedno first choiceno first choiceno first choicenothing named
Two alternatives
Bitwave, CryptioQwen 3.7 FlashBitwaveagainst: CoinTrackerCryptioChangedno first choiceKoinlyagainst: Bitwave, Cryptio, Ledgibleno first choiceagainst: Accointing, Bitcoin.Tax, CoinTracker, Coinpanda
Two alternatives
Cryptio, TRES FinanceTwo alternatives
Bitwave, LedgibleSix alternatives
Bitwave, CoinLedger, Cryptio, Cryptoworth, TRES Finance, ZenLedgerFour alternatives
CoinLedger, CoinTracker, QuickBooks Online, XeroKimi K2SoftLedgeragainst: TRES FinanceCryptoworthChangedagainst: IntegralKoinlyBreezingagainst: Bitwave, Cryptio, SoftLedgerno first choiceagainst: Accointing, CoinLedger, CoinTracker, CryptoTaxCalculator, Koinly, Summ, TurboTax Crypto
Two alternatives
Bitwave, CryptoworthOne alternative
BitwaveSix alternatives
Accointing, Bitwave, CoinTracker, Cryptio, TRES Finance, ZenLedgerThree alternatives
Koinly, Ledgible, QuickBooks OnlineGLM 4.7 FlashXCryptoworthCryptoworthHeldCoinLedger, KoinlyCoinLedgeragainst: CoinMarketCap, CoinTrackerno first choiceagainst: CoinLedger, Koinly, TaxBit, TurboTax Business
Four alternatives
Bitwave, Breezing, Cryptio, LedgibleFour alternatives
Bitwave, Breezing, Ledgible, SoftLedgerEight alternatives
Bitwave, Breezing, CoinTracker, CoinTracking, Cryptio, Cryptoworth, SoftLedger, ZenLedgerThree alternatives
Cryptoworth, Koinly, QuickBooks Online with Crypto Add-onMiniMax M2.5CryptoworthSoftLedgerChangedTRES FinanceBreezingagainst: QuickBooks Onlineno first choicenothing named
Three alternatives
Bitwave, Breezing, CryptioTwo alternatives
Bitwave, CryptoworthSix alternatives
Bitwave, Cryptio, Cryptoworth, Koinly, Lukka, TacticTwo alternatives
CoinLedger, KoinlyGPT-6 LunaBitwaveBitwaveHeldKoinlyBreezingno first choiceagainst: CoinLedger, Waltio
One alternative
CryptioOne alternative
CryptioFive alternatives
Bitwave, CoinLedger, CoinTracker, Cryptio, LedgibleOne alternative
KoinlyMuse Glimmer 30BCryptoworthBitwave, CryptoworthChangedKoinlyBreezingBitwave, Cryptioagainst: Accointing, CoinTracker, Koinly, ZenLedger
Two alternatives
Bitwave, CryptioEight alternatives
Bitwave, CoinLedger, CoinTracker, Cryptio, Ledgible, TRES Finance, TokenTax, 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.
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 | 2026-11-01 12:41 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:13 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:20 | yes | 8 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 8 | 24 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:44 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:42 | yes | 22 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:04 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:54 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:01 | yes | 15 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:44 | yes | 15 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:16 | yes | 5 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:25 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:24 | yes | 20 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:58 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:36 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:53 | yes | 6 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:02 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:25 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:44 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:16 | yes | 22 | 160 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:28 | yes | 23 | 43 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:59 | yes | 24 | 75 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:24 | yes | 19 | 39 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:10 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:23 | yes | 19 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:29 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:55 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:41 | yes | 14 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:25 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 8 | 47 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:58 | yes | 25 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:19 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:13 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:46 | yes | 19 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:28 | yes | 21 | 118 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:56 | yes | 5 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 7 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:53 | yes | 13 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:17 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:12 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:10 | yes | 8 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:40 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 25 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:55 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:46 | yes | 24 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:07 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:36 | yes | 10 | 49 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:48 | yes | 18 | 53 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:15 | yes | 18 | 71 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:12 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:58 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 21 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:24 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:09 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:24 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 27 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:50 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 21 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:43 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 16 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:29 | yes | 19 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:25 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:17 | yes | 12 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:49 | yes | 28 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:18 | yes | 9 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:08 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 20 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:50 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:13 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:46 | yes | 19 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:11 | yes | 24 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:26 | yes | 25 | 159 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:24 | no | 0 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:10 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:57 | yes | 25 | 32 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
TRES read as TRES Finance
Unresolved, counted raw
Ape Board
Blockfolio
CoinLedger's Tax Professional Suite
CoinMarketCap
CryptoPanda
Cryptosheets
Cryptowatch
DappRadar
Ledgible accounting
Morpho
Omnia
Panora
QuickBooks Online with Crypto Add-on
RP2
Rotki
Shrimpy
Stablecore
Step Finance
WhaleBooks
XREX
Discontinued, still offered
No shut-down product was recommended here.