Crypto accounting for small business buyers
Asked as “crypto accounting platform”, and as “digital asset subledger”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
38%
Contested · Cryptio 12%
38Breezing12Cryptio10Koinly40others
38% of first choices, contested.
Since October 2026▼−9Since October 2026: 47% → 38%, −9 points. Inside the 10-point floor: within noise.Breezing held the lead, −9 points on 47%, 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.This pageMid-market
Bitwave33%Contested▲+6Since October 2026: 27% → 33%, +6 points. Inside the 10-point floor: within noise.Standing →EnterpriseBitwave66%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.This pageMid-marketBitwave33%Contested▲+6Since October 2026: 27% → 33%, +6 points. Inside the 10-point floor: within noise.Standing →EnterpriseBitwave66%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Breezing38%0%43endorsed leader▼−9Since October 2026: 47% → 38%, −9 points. Inside the 10-point floor: within noise.47% → 38%
Breezing38%0%43endorsed leader▼−9Since October 2026: 47% → 38%, −9 points. Inside the 10-point floor: within noise.47% → 38%02
Cryptio12%34%58criticized challenger▲+10Since October 2026: 2% → 12%, +10 points. Past the 10-point floor: movement.2% → 12%
Cryptio12%34%58criticized challenger▲+10Since October 2026: 2% → 12%, +10 points. Past the 10-point floor: movement.2% → 12%03
Koinly10%31%48criticized challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 10-point floor: within noise.11% → 10%
Koinly10%31%48criticized challenger▼−1Since October 2026: 11% → 10%, −1 point. Inside the 10-point floor: within noise.11% → 10%04
Ledgible9%14%37accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise.2% → 9%
Ledgible9%14%37accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise.2% → 9%05Bitwave7%34%58criticized challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%
Bitwave7%34%58criticized challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 10-point floor: within noise.5% → 7%06
Cryptoworth5%15%46accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 10-point floor: within noise.5% → 5%
Cryptoworth5%15%46accepted challenger=heldSince October 2026: 5% → 5%, ±0 points. Inside the 10-point floor: within noise.5% → 5%07
QuickBooks Online3%21%19accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 10-point floor: within noise.4% → 3%
QuickBooks Online3%21%19accepted challenger▼−1Since October 2026: 4% → 3%, −1 point. Inside the 10-point floor: within noise.4% → 3%08
CoinLedger3%33%33criticized challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 10-point floor: within noise.5% → 3%
CoinLedger3%33%33criticized challenger▼−2Since October 2026: 5% → 3%, −2 points. Inside the 10-point floor: within noise.5% → 3%09
TRES Finance2%28%18criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
TRES Finance2%28%18criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%10
SoftLedger2%33%21criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 10-point floor: within noise.5% → 2%
SoftLedger2%33%21criticized challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 10-point floor: within noise.5% → 2%Show the two products at 0%, ordered by negative rate
12
ZenLedger0%50%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
ZenLedger0%50%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
CoinTracker0%35%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
CoinTracker0%35%23criticized 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Breezing38%
Breezing38%02Cryptio12%
Cryptio12%03Koinly10%
Koinly10%04Ledgible9%
Ledgible9%05Bitwave7%
Bitwave7%06Cryptoworth5%
Cryptoworth5%07QuickBooks Online3%
QuickBooks Online3%08CoinLedger3%
CoinLedger3%09TRES Finance2%
TRES Finance2%10SoftLedger2%
SoftLedger2%11CoinTracker0%
CoinTracker0%12ZenLedger0%
ZenLedger0%What they warned about
Three 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 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
Cryptio34%
20 of 58 labels negative · 11 of 14 models · 5 hard negative
“What to Avoid (Too Expensive for Small Budgets) | Cryptio | $449/month | Enterprise-focused, overkill for small companies” Kimi K2, budget prompt
Koinly31%
15 of 48 labels negative · 11 of 14 models · 5 hard negative
“Koinly, for example, is noted as "Expensive for high-volume traders. Some customers complain that it takes time to sync after connecting the APIs."” Muse Glimmer 30B, negative prompt
Bitwave34%
20 of 58 labels negative · 10 of 14 models · 6 hard negative
“What to Avoid ... Bitwave | Contact for pricing | Designed for crypto-native enterprises” Kimi K2, budget prompt
CoinLedger33%
11 of 33 labels negative · 8 of 14 models · 5 hard negative
“Software to Avoid for Now ... standard consumer tiers lack the general ledger subledger syncing required” Gemini 3.5 Flash, paraphrase 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
78 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. 858 links across 180 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.
52 answers · 52 citations · 14 models
vendor site · Breezing46 answers · 77 citations · 13 models
vendor site · G243 answers · 66 citations · 12 models
vendor site · CoinLedger39 answers · 40 citations · 12 models
vendor site · Cryptoworth25 answers · 42 citations · 10 models
25 answers · 26 citations · 10 models
21 answers · 21 citations · 8 models
21 answers · 21 citations · 9 models
vendor site · Bitwave19 answers · 39 citations · 11 models
19 answers · 20 citations · 9 models
vendor site · Crypto.com19 answers · 19 citations · 9 models
vendor site · Sourceforge16 answers · 23 citations · 6 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.
52 answers · 14 models
37 answers · 11 models
36 answers · 12 models
31 answers · 11 models
21 answers · 8 models
21 answers · 9 models
19 answers · 9 models
19 answers · 9 models
19 answers · 9 models
15 answers · 10 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 | 38% | 67 | 673,000 | 63,251 | 282 | 4 | |
| Cryptio cryptio.co | 12% | 169 | 201,000 | 1 | 187 | 6 | 2 |
| Koinly koinly.io | 10% | 101 | 12,100 | 230 | 27,962 | 11 | |
| Ledgible ledgible.io | 9% | 76 | 1,300 | 10 | 1,666 | 3 | |
| Bitwave bitwave.io | 7% | 185 | 590 | 6 | 929 | 6 | 1 |
| Cryptoworth cryptoworth.com | 5% | 130 | 320 | 1 | 1,335 | 0 | 6 |
| QuickBooks quickbooks.ninja QuickBooks Online 3% | 3% | 692 | 1,000,000 | 54,681 | 253 company | ||
| CoinLedger coinledger.io | 3% | 74 | 6,600 | 81 | 124,477 | 98 | 2 |
| Integral integral.xyz | 3% | 21 | 90,500 | 145,303 | 95 | 0 | |
| TRES Finance tres.finance | 2% | 73 | 260 | 4 | 200 | 17 | 7 |
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 4.5Breezingno first choiceChangedBreezingagainst: CryptoworthKoinlyno first choiceagainst: Coinpanda, Cryptio, QuickBooks Online, SoftLedger, TRES Finance, Xero
One alternative
QuickBooks OnlineThree alternatives
Integral, Ledgible, QuickBooks OnlineFour alternatives
CoinLedger, QuickBooks Online, Summ, ZenLedgerGPT-5.4 miniIntegralagainst: CryptioCryptoworth, SoftLedgerChangedagainst: TaxBitCoinTracker, Koinlyagainst: SoftLedgerIntegral, Koinlyagainst: Bitwave, Cryptiono first choicenothing named
Two alternatives
Cryptoworth, SoftLedgerOne alternative
BitwaveFour alternatives
Bitwave, CoinLedger, Cryptio, CryptoworthOne alternative
CoinLedgerGemini 3.5 FlashCryptioBreezing, LedgibleChangedagainst: Bitwave, CoinLedger, CoinTrackerCryptioBreezingagainst: Bitwave, Cryptio, TRES Financeno first choiceagainst: Bitwave, CoinTracker, Cryptio, Koinly, Lukka, ZenLedger
Four alternatives
Cryptoworth, Ledgible, Request Finance, TRES FinanceThree alternatives
Cryptio, Cryptoworth, TRES FinanceFive alternatives
Bitwave, Breezing, Cryptoworth, Ledgible, TRES FinanceFour alternatives
CoinLedger, Cryptoworth, Koinly, LedgiblePerplexity SonarBreezing, QuickBooks OnlineBreezingChangedCryptoworthagainst: CryptioQuickBooks Onlineagainst: Bitwave, Cryptiono first choiceagainst: Bitwave, CoinLedger, Cryptio, Cryptoworth, Koinly, Ledgible, Lukka, QuickBooks Online, TRES Finance
Four alternatives
Cryptio, Cryptoworth, Request Finance, TRES FinanceOne alternative
BitwaveFour alternatives
Bitwave, QuickBooks Online, SoftLedger, TRES FinanceTwo alternatives
CoinLedger, CryptoworthGrok 4.20Cryptioagainst: CoinLedger, KoinlyLedgibleChangedCoinLedger, Cryptio, Koinlyagainst: SoftLedgerLedgibleagainst: Bitwave, Cryptio, TRES FinanceCryptoworthagainst: Bake.io, CoinLedger, CoinTracker, Koinly, Ledgible, TurboTax crypto features, ZenLedger
Three alternatives
Bitwave, Breezing, SoftLedgerThree alternatives
Bitwave, Breezing, CryptioOne alternative
BitwaveThree alternatives
CoinLedger, Koinly, QuickBooks Online with crypto add-onsThree alternatives
Bitwave, CoinTracker, SoftLedgerMistral SmallBreezingTRES FinanceChangedCryptio, LedgibleBreezingno first choiceagainst: Koinly, ZenLedger
Two alternatives
Bitwave, CryptioTwo alternatives
Breezing, CoinTrackerFour alternatives
Bitwave, Cryptoworth, QuickBooks Online, XeroTwo alternatives
Cryptio, LedgibleDeepSeek V4 FlashBreezingagainst: KoinlyBreezingHeldagainst: CoinLedger, Koinly, LedgibleBreezingagainst: Bitwave, CryptioKoinlyagainst: Bitwave, CryptioBreezingagainst: Bitwave, Heshiagainst: CoinLedger, CoinTracker, CoinTracking.info, Cryptoworth, Koinly, Waltio, ZenLedger
Two alternatives
Bitwave, CryptioTwo alternatives
Bitwave, CryptioThree alternatives
CoinLedger, Cryptoworth, KoinlyFour alternatives
Breezing, CoinLedger, Ledgible, ZenLedgerTwo alternatives
Cryptio, CryptoworthLlama 4 MaverickCryptioBitwaveChangedno first choiceBreezingno first choiceagainst: Coinbooks, Koinly, ZenLedger
Four alternatives
Bitwave, Breezing, Koinly, LedgibleTwo alternatives
Breezing, CoinTrackerThree alternatives
Cryptio, Cryptoworth, LedgibleQwen 3.7 FlashCryptio, LedgibleCoinLedgerChangedBreeisingBreezingagainst: CoinLedger, KoinlyBitwave, Cryptio, Cryptoworthagainst: Gilded, Ledgible, LuxAlgoagainst: CoinLedger, CoinTracker, Cryptoworth, Koinly, QuickBooks Online, Xero
Two alternatives
CoinTracker, KoinlyTwo alternatives
Cryptoworth, KoinlyThree alternatives
Bitwave, CoinLedger, KoinlyOne alternative
ClamsThree alternatives
Koinly, TokenTax, ZenLedgerKimi K2BreezingBreezingHeldagainst: Bitwave, CryptioBreezing, Ledgibleagainst: Cryptio, TacticCoinLedger, Koinlyagainst: Bitwave, Cryptio, Cryptoworth, SoftLedgerBreezing, Ledgibleagainst: Bitwave, Cryptioagainst: CoinTracker, Coinbooks, Consola Finance, Koinly, Tactic, TokenTax, Zapper, ZenLedger
Three alternatives
Cryptio, Koinly, LedgibleOne alternative
LedgibleOne alternative
CryptoworthTwo alternatives
Ledgible, ZenLedgerGLM 4.7 FlashXBreezingagainst: Bitwave, Cryptoworth, SoftLedgerBitwave, Subledger, XeroChangedBreezingagainst: Cryptio, SoftLedgerCoinTracking, Koinlyagainst: Cryptoworthno first choiceagainst: CoinLedger, Coinpanda, Koinly
One alternative
CryptioOne alternative
LedgibleFive alternatives
Bitwave, CoinLedger, Cryptoworth, Ledgible, TRES FinanceThree alternatives
Breezing, CoinLedger, LedgibleMiniMax M2.5CryptioBreezingChangedKoinly, Ledgibleagainst: BitwaveBreezingagainst: Bitwave, Cryptiono first choiceagainst: Chainalysis, Lukka, TaxBitnothing named
Three alternatives
Bitwave, Cryptoworth, KoinlyTwo alternatives
Bitwave, LedgibleTwo alternatives
Cryptio, CryptoworthThree alternatives
CoinLedger, Koinly, LedgibleThree alternatives
CoinTracking, CryptoTrader.Tax, KoinlyGPT-6 LunaBreezingagainst: Bitwave, CryptioBreezingHeldKoinlyBreezingagainst: Bitwaveno first choiceagainst: Bitwave, CoinLedger, CoinTracker, Cryptio, Koinly, QuickBooks Online, SoftLedger, TRES Finance
Three alternatives
Coinbase Business, QuickBooks Online, XeroOne alternative
BitwaveFive alternatives
Bitwave, Cryptio, Cryptoworth, Ledgible, TRES FinanceOne alternative
KoinlyMuse Glimmer 30BCryptioBitwaveChangedCryptioBreezing, Koinlyno first choiceagainst: Accointing, Bitwave, CoinLedger, CoinTracker, Cryptio, Gilded, Koinly, Ledgible, TokenTax, ZenLedger
Two alternatives
Bitwave, BreezingOne alternative
BreezingEight alternatives
Bitwave, Breezing, CoinTracker, Cryptoworth, Koinly, Ledgible, SoftLedger, ZenLedgerBold 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 08:43 | yes | 10 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:26 | yes | 1 | 5 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 11:02 | yes | 10 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:01 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 10 | 30 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:32 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:14 | yes | 15 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:09 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:39 | yes | 5 | 15 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 9 | 65 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 10 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:41 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:13 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 12 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:42 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:51 | yes | 3 | 5 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 11:58 | yes | 10 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:00 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 13 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:26 | yes | 24 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:26 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:19 | yes | 5 | 52 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:34 | yes | 19 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:38 | yes | 23 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 8 | 45 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:59 | yes | 22 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:10 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:01 | yes | 4 | 6 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 10:44 | yes | 8 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:29 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 9 | 35 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:02 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:56 | yes | 22 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:55 | yes | 14 | 72 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:18 | yes | 19 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 17 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | yes | 9 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 17 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:07 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | 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 12:20 | yes | 7 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 19 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:39 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:16 | yes | 25 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:14 | yes | 23 | 76 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:41 | yes | 14 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:02 | yes | 14 | 125 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:54 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:08 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:24 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:43 | no | 0 | 7 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 09:20 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:49 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 5 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:46 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 14 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:18 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:05 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:10 | yes | 15 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:20 | yes | 24 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:20 | no | 0 | 86 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:46 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:44 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:58 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:48 | yes | 4 | 6 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 11:37 | yes | 10 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:23 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 15 | 29 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:52 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:30 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:29 | yes | 9 | 64 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:53 | yes | 25 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 25 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:24 | yes | 25 | 38 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:56 | yes | 2 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:04 | yes | 19 | 39 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
QuickBooks read as QuickBooks Online
TRES read as TRES Finance
Unresolved, counted raw
Bake.io
Breeising
Clams
CoinCile
LuxAlgo
QuickBooks Online with crypto add-ons
Reckon
Subledger
TurboTax crypto features
Zapper
Discontinued, still offered
No shut-down product was recommended here.