Crypto accounting for enterprise buyers
Asked as “crypto accounting platform”, and as “digital asset subledger”, on behalf of an enterprise B2B company. 49 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
57%
BitwaveClear leader
57Bitwave14Cryptio06Breezing22others
57% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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
One product takes 57% of first choices here, so the chart would put ten markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Kimi K2, 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.
CoinLedger75%
9 of 12 labels negative · 8 of 14 models · 9 hard negative
“Platforms designed primarily for individual investors should be avoided for enterprise use: - **Coinledger**: While rated as a top tool for CPAs, it's classified as investor tax software rather than business general-ledger accounting” GLM 4.7 FlashX, negative prompt
Koinly83%
10 of 12 labels negative · 8 of 14 models · 8 hard negative
“avoid/stay away from consumer-focused tax calculators and portfolio trackers ... the consumer examples most commonly cited in the market are CoinTracker, Koinly” Muse Glimmer 30B, negative prompt
CoinTracker50%
6 of 12 labels negative · 6 of 14 models · 4 hard negative
“avoid/stay away from consumer-focused tax calculators and portfolio trackers ... the consumer examples most commonly cited in the market are CoinTracker” Muse Glimmer 30B, negative prompt
ZenLedger100%
6 of 6 labels negative · 5 of 14 models · 5 hard negative
“Avoid as the enterprise system of record - Individual tax-preparation tools such as Koinly, CoinLedger, ZenLedger, and CoinTracker.” GPT-6 Luna, negative 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
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. 1036 links across 183 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.
vendor site · Spark50 answers · 53 citations · 11 models
vendor site · Bitwave49 answers · 113 citations · 14 models
vendor site · TRES42 answers · 78 citations · 13 models
vendor site · CoinLedger34 answers · 34 citations · 14 models
32 answers · 35 citations · 10 models
vendor site · Breezing29 answers · 51 citations · 11 models
29 answers · 29 citations · 10 models
vendor site · Cryptoworth26 answers · 36 citations · 12 models
21 answers · 24 citations · 9 models
vendor site · Node4019 answers · 22 citations · 9 models
18 answers · 36 citations · 8 models
vendor site · Sourceforge18 answers · 20 citations · 10 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.
50 answers · 11 models
33 answers · 13 models
32 answers · 10 models
29 answers · 10 models
27 answers · 11 models
24 answers · 9 models
19 answers · 9 models
18 answers · 8 models
14 answers · 6 models
14 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Bitwave bitwave.io | 57% | 158 | 590 | 6 | 929 | 6 | 1 | |
| Cryptio cryptio.co | 14% | 136 | 201,000 | 1 | 187 | 6 | 2 | |
| Breezing breezing.io | 6% | 67 | 673,000 | 63,251 | 282 | 4 | ||
| TRES Finance tres.finance | 4% | 90 | 260 | 4 | 200 | 17 | 7 | |
| Cryptoworth cryptoworth.com | 4% | 92 | 320 | 1 | 1,335 | 0 | 6 | |
| SoftLedger softledger.com | 4% | 62 | 210 | 0 | 1,872 | 0 | 1 | |
| TaxBit taxbit.com | 2% | 41 | 1,300 | 17 | 4,748 | $5 | 27 | |
| Node40 node40.com | 2% | 12 | 70 | 0 | 23 | 5 | ||
| Fireblocks fireblocks.com | 2% | 63 | 5,400 | 556 | 9,317 | 18 | ||
| Oracle Fusion oracle.com Oracle Fusion Cloud Financials 2% | 2% | 3 | 7,410,638 company | $247 | 101 |
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, node40.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 an enterprise B2B company?”Paraphrase“Which digital asset subledger would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade crypto accounting platforms and how do they differ?”Budget-constrained“What is the best crypto accounting platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a crypto accounting platform. What should we look at?”Negative“Which crypto accounting platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Bitwave, CryptioBitwaveChangedBitwaveBreezingagainst: Bitwaveno first choiceagainst: Integral, QuickBooks Online, Sage Intacct, SoftLedger, Xero
One alternative
SoftLedgerThree alternatives
Cryptoworth, NetSuite, TRES FinanceTwo alternatives
Cryptio, TRES FinanceTwo alternatives
Cryptoworth, SoftLedgerGPT-5.4 miniFireblocks, TRES FinanceOracle Fusion Cloud FinancialsChangedBitwave, CryptioCryptoworthagainst: CoinLedgerno first choicenothing named
One alternative
LedgibleOne alternative
FireblocksFour alternatives
Crypto Backoffice, Ledgible, TRES Finance, TaxBitOne alternative
BitwaveGemini 3.5 FlashBitwaveCryptioChangedBitwaveSoftLedgerno first choiceagainst: CoinLedger, CoinTracker, Consola Finance, Koinly, NetSuite, QuickBooks Online, TurboTax Crypto, Xero, ZenLedger
Three alternatives
Cryptio, SoftLedger, TRES FinanceTwo alternatives
Bitwave, TRES FinanceFour alternatives
Cryptio, Integral, TRES Finance, TaxBitThree alternatives
Bitwave, Breezing, CryptioPerplexity SonarBitwaveBitwaveHeldBitwaveCryptiono first choicenothing named
Two alternatives
Cryptio, TaxBitOne alternative
CryptoworthFive alternatives
Cryptio, Cryptoworth, Integral, Lukka, Node40One alternative
BitwaveGrok 4.1 FastBitwaveBitwaveHeldBitwave, Cryptioagainst: CoinLedger, KoinlyBitwaveagainst: Breezing, CoinTracker, Koinly, Ledgible, ZenLedgerBitwaveagainst: Accointing, Blockpit, CoinLedger, CoinTracking, Koinly, QuickBooks, Xero, ZenLedger
Five alternatives
CryptaCount, Cryptio, Node40, SoftLedger, TRES FinanceTwo alternatives
Cryptio, TaxBitFive alternatives
Ledgible, Lukka, Node40, TRES Finance, TaxBitTwo alternatives
Cryptio, TRES FinanceTwo alternatives
Cryptio, TRES FinanceMistral SmallBitwaveBitwave, CryptoworthChangedTRES FinanceBitwaveagainst: Cryptio, TRES Financeno first choiceagainst: ZenLedger
Two alternatives
CryptaCount, TRES FinanceTwo alternatives
Bitwave, CryptioDeepSeek V4 FlashBitwaveBitwaveHeldTRES FinanceSoftLedgeragainst: Breezing, TRES Financeno first choiceagainst: CoinLedger, CoinTracker, CoinTracking, Koinly
Two alternatives
Cryptio, CryptoworthFour alternatives
Cryptoworth, Lukka, TRES Finance, TaxBitFour alternatives
Bitwave, Cryptio, Lukka, TaxBitTwo alternatives
Bitwave, CryptioLlama 4 MaverickBitwaveBitwaveHeldBitwaveBitwaveno first choicenothing named
Two alternatives
CryptaCount, TRES FinanceTwo alternatives
CryptaCount, CryptoworthQwen 3.7 FlashBitwaveBitwaveHeldCoinTracker, TaxBitTaxBitagainst: CoinTracking, Koinlyno first choicenothing named
One alternative
Node40One alternative
TaxBitThree alternatives
Axbx, CoinTracking.info, TokenFiThree alternatives
Blockchain.com Institutional, CryptoLedger, CryptowiseKimi K2CryptioBitwaveChangedagainst: CoinTracker, CryptioTRES FinanceBreezingagainst: Bitwave, Cryptio, Cryptoworth, TRES FinanceBitwaveagainst: Bench, CoinLedger, CoinTracking, Consola Finance, CryptoTrader.Tax, Koinly, TaxBit, TokenTax, Waltio
Two alternatives
Bitwave, TRES FinanceOne alternative
TRES FinanceFive alternatives
Bitwave, Cryptio, Integral, Lukka, TaxBitOne alternative
SoftLedgerTwo alternatives
Cryptio, TRES FinanceGLM 4.7 FlashXBitwaveBitwaveHeldBitwaveno first choiceno first choiceagainst: CoinLedger, CoinTracking.info, Koinly, NetSuite, QuickBooks, Xero
Four alternatives
CoinTracker, Cryptio, Cryptoworth, TRES FinanceOne alternative
CryptoworthFour alternatives
Cryptio, Integral, Lukka, TRES FinanceMiniMax M2.5Bitwave, TRES FinanceBitwaveChangedBitwaveBreezingagainst: Cryptoworth, Ledgible, SoftLedgerno first choicenothing named
One alternative
Node40Two alternatives
Cryptio, CryptoworthThree alternatives
Cryptoworth, Node40, TRES FinanceTwo alternatives
Bitwave, CryptioGPT-6 LunaBitwaveCryptioChangedno first choiceagainst: TRES FinanceCryptioagainst: SoftLedgerno first choiceagainst: Bitwave, CoinLedger, CoinTracker, Cryptio, Cryptoworth, Koinly, Lukka, SoftLedger, TaxBit, ZenLedger
Two alternatives
Cryptio, TaxBitOne alternative
BitwaveOne alternative
Crypto BackofficeMuse Glimmer 30BBitwave, CryptioBitwaveChangedBitwaveCoinTrackerNode40against: Accointing, Blockpit, CoinLedger, CoinTracker, CoinTracking, CryptoTaxCalculator, Koinly, Summ, TaxBit, ZenLedger
One alternative
TRES FinanceTwo alternatives
Cryptio, CryptoworthFive alternatives
CryptaCount, Cryptio, Cryptoworth, TRES Finance, TaxBitFour alternatives
Bitwave, Cryptio, Ledgible Enterprise Accounting, TRES FinanceTwo alternatives
Bitwave, TaxBitBold 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 22:28 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:18 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:57 | yes | 14 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:08 | yes | 15 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:59 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:58 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:09 | yes | 20 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:44 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:19 | yes | 17 | 62 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:01 | yes | 12 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:04 | yes | 20 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:12 | yes | 7 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:14 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:17 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:41 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:50 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:33 | yes | 10 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:12 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:35 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:41 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:46 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:40 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:41 | yes | 13 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:33 | yes | 13 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:22 | yes | 10 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:45 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:11 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:33 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:13 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:52 | yes | 20 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:12 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:51 | yes | 18 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:34 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:25 | yes | 22 | 75 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:58 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:41 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:35 | yes | 21 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:30 | yes | 23 | 74 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:49 | yes | 10 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:02 | yes | 7 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:52 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:53 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:18 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:11 | yes | 16 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:24 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:12 | yes | 19 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:23 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:13 | yes | 22 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:48 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:49 | yes | 17 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:16 | yes | 19 | 90 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:16 | yes | 18 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:13 | yes | 3 | 28 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:53 | yes | 19 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | no | 0 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:34 | yes | 3 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 11 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:49 | yes | 15 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:43 | yes | 18 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:16 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:57 | yes | 20 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:13 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:01 | yes | 5 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:48 | yes | 23 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:00 | yes | 22 | 163 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:53 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:12 | yes | 4 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:33 | yes | 13 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:32 | yes | 28 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:33 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:49 | yes | 26 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:17 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:51 | yes | 17 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:24 | yes | 16 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:35 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:11 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:23 | yes | 10 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:01 | yes | 22 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:45 | yes | 22 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:56 | no | 0 | 7 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:37 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 19 | 30 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 read as TRES Finance
Unresolved, counted raw
Axbx
Blockchain.com Institutional
CryptoLedger
Ledgible Enterprise Accounting
Ledgible Tax Pro by Verady
TokenFi
Wag3s
Discontinued, still offered
No shut-down product was recommended here.