Crypto accounting
Asked as “crypto accounting platform”, and as “digital asset subledger”, on behalf of a mid-market B2B company. 56 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
27%
Contested · Breezing 14%
27Bitwave14Breezing14Cryptoworth45others
27% of first choices, contested.
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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the four products at 0%, ordered by negative rate
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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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-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
09C10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Bitwave27%
Bitwave27%02Cryptoworth14%
Cryptoworth14%03Breezing14%
Breezing14%04Koinly11%
Koinly11%05Cryptio9%
Cryptio9%06Ledgible5%
Ledgible5%07CoinLedger4%
CoinLedger4%08SoftLedger4%
SoftLedger4%09TaxBit2%
TaxBit2%10CoinTracking2%
11TRES Finance0%
TRES Finance0%12CoinTracker0%
CoinTracker0%13TokenTax0%
TokenTax0%14ZenLedger0%
ZenLedger0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Koinly31%
11 of 36 labels negative · 7 of 14 models · 1 hard negative
“Avoid consumer tools (ZenLedger/Koinly – tax-only, not full accounting).” Grok 4.1 Fast, direct prompt
Cryptoworth13%
5 of 38 labels negative · 5 of 14 models · 2 hard negative
“Platforms with Consistent Negative Feedback **Cryptoworth** - Slow performance and lag when processing large transaction volumes” Qwen 3.7 Flash, negative prompt
Bitwave13%
6 of 45 labels negative · 5 of 14 models · 1 hard negative
“**Bitwave** (custom quote, enterprise only)” DeepSeek V4 Flash, budget prompt
Cryptio12%
5 of 43 labels negative · 4 of 14 models · 1 hard negative
“What to Avoid on a Tight Budget (Enterprise tools) - **Cryptio** (starts ~$449/mo)” DeepSeek V4 Flash, budget 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. 1032 links across 197 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 · Spark47 answers · 50 citations · 10 models
37 answers · 37 citations · 11 models
vendor site · Cryptoworth35 answers · 50 citations · 12 models
vendor site · Breezing33 answers · 62 citations · 12 models
vendor site · Bitwave32 answers · 52 citations · 13 models
vendor site · CoinLedger32 answers · 39 citations · 12 models
vendor site · G229 answers · 45 citations · 12 models
24 answers · 27 citations · 11 models
vendor site · TRES23 answers · 33 citations · 11 models
20 answers · 20 citations · 9 models
18 answers · 34 citations · 10 models
18 answers · 24 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.
47 answers · 10 models
37 answers · 11 models
26 answers · 11 models
26 answers · 11 models
22 answers · 10 models
21 answers · 10 models
17 answers · 8 models
15 answers · 10 models
14 answers · 10 models
14 answers · 8 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 | 27% | 158 | 590 | 6 | 929 | 6 | 1 | |
| Cryptoworth cryptoworth.com | 14% | 92 | 320 | 1 | 1,335 | 0 | 6 | |
| Breezing breezing.io | 14% | 67 | 673,000 | 63,251 | 282 | 4 | ||
| Koinly koinly.io | 11% | 85 | 12,100 | 230 | 27,962 | 11 | ||
| Cryptio cryptio.co | 9% | 136 | 201,000 | 1 | 187 | 6 | 2 | |
| Ledgible ledgible.io | 5% | 63 | 1,300 | 10 | 1,666 | 3 | ||
| CryptaCount cryptacount.com | 5% | 16 | 10 | 0 | 63 | |||
| CoinLedger coinledger.io | 4% | 55 | 6,600 | 81 | 124,477 | 98 | 2 | |
| SoftLedger softledger.com | 4% | 62 | 210 | 0 | 1,872 | 0 | 1 | |
| TaxBit taxbit.com | 2% | 41 | 1,300 | 17 | 4,748 | $5 | 27 |
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 4.5CryptoworthBreezingChangedCoinTrackingBreezing, Koinlyno first choiceagainst: Awaken Tax, Koinly, TurboTax Business
Three alternatives
Bitwave, Breezing, CryptioTwo alternatives
Cryptio, CryptoworthEight alternatives
Awaken Tax, Bitwave, Blockpit, CoinLedger, Cryptio, Koinly, Summ, TokenTaxThree alternatives
CoinLedger, CoinTracker, CryptoworthGPT-5.4 miniCryptioBitwaveChangedKoinly, Ledgibleagainst: CoinTrackingKoinlyno first choicenothing named
Two alternatives
Bitwave, SoftLedgerOne alternative
CryptioOne alternative
LukkaOne alternative
TokenTaxGemini 3.5 FlashBitwaveBitwaveHeldBitwave, SummBreezingagainst: Bitwave, CoinLedger, Cryptio, Koinly, ZenLedgerno first choiceagainst: CoinTracker, Koinlyagainst: Accointing, CoinTracker, Consola, Koinly, ZenLedger
Three alternatives
Cryptio, Cryptoworth, TRES FinanceThree alternatives
Cryptio, Cryptoworth, TRES FinanceSix alternatives
Breezing, CoinTracker, Cryptio, Cryptoworth, Koinly, TRES FinanceTwo alternatives
Cryptoworth, LedgiblePerplexity SonarCryptioSoftLedgerChangedKoinlyBreezingagainst: Bitwave, Cryptio, Lukka, TRES Financeno first choiceagainst: Cryptoworth, Koinly, TRES Finance, TurboTax Business
Four alternatives
Bitwave, CryptaCount, Ledgible, TRES FinanceOne alternative
BitwaveFive alternatives
Cryptio, CryptoTaxCalculator, Cryptoworth, Ledgible, ZenLedgerGrok 4.1 FastBitwaveagainst: Koinly, SoftLedger, ZenLedgerBreezing, CryptioChangedagainst: BitwaveCoinLedger, KoinlyCoinLedger, CoinTrackingagainst: Cryptoworth, SMPLRBitwave, Cryptioagainst: Coinpanda, Cryptotaxprep, Summ
Two alternatives
Cryptio, CryptoworthTwo alternatives
Cryptoworth, TRES FinanceFive alternatives
CoinTracker, Cryptio, Node40, TaxBit, ZenLedgerTwo alternatives
Koinly, LedgibleThree alternatives
Ledgible, Lukka, TRES FinanceMistral SmallCryptoworthagainst: BitwaveBitwave, SoftLedgerChangedBitwaveKoinlyno first choicenothing named
One alternative
CryptaCountTwo alternatives
Cryptio, CryptoworthFive alternatives
CoinTracker, Cryptio, Koinly, Ledgible, TRES FinanceOne alternative
SoftLedgerDeepSeek V4 FlashBitwaveBreezingChangedagainst: Bitwave, CryptioKoinly, TRES FinanceBreezingagainst: Bitwave, Cryptio, Ledgible, TRES FinanceBitwaveagainst: CoinTracker, Koinlyagainst: CoinTracking, CryptoTrader.Tax, TaxBit, TokenTax, TurboTax Business
Three alternatives
Cryptio, Cryptoworth, LedgibleOne alternative
CryptoworthSix alternatives
CoinLedger, CoinTracker, CoinTracking, Cryptio, Lukka, ZenLedgerTwo alternatives
CoinLedger, KoinlySix alternatives
Cryptio, Cryptoworth, Fireblocks, Ledgible, TRES Finance, TaxBitLlama 4 MaverickCryptaCountno first choiceChangedno first choiceno first choiceno first choicenothing named
One alternative
LedgibleQwen 3.7 FlashCryptaCountDunbarChangedagainst: Binance, Koinly, KrakenCryptio, LedgibleKryptosagainst: Cryptio, Ledgibleno first choiceagainst: Awaken, CoinLedger, CoinTracker, Crypto.com, Cryptoworth, Koinly, Recap, TokenTax, ZenLedger
One alternative
BitwaveTwo alternatives
CoinTracker, TaxBitThree alternatives
CoinLedger, CoinTracker, KoinlyTwo alternatives
Breezing, CryptoworthKimi K2Cryptoworth, LedgibleCryptoworthChangedBitwaveagainst: KoinlyBreezingBitwaveagainst: CoinTracker, Koinly, Summ, TurboTax Crypto, Waltio
Two alternatives
Bitwave, TRES FinanceTwo alternatives
Bitwave, LedgibleFive alternatives
Breezing, CoinLedger, Cryptio, Cryptoworth, SoftLedgerThree alternatives
Cryptoworth, Koinly, KryptosThree alternatives
Cryptio, Lukka, TRES FinanceGLM 4.7 FlashXBitwaveCryptoworthChangedCoinLedgerCryptoworth, Koinlyno first choiceagainst: CoinLedger, Cryptoworth, Tealstreet
Four alternatives
CoinTracker, Cryptio, Cryptoworth, LedgibleOne alternative
BitwaveFour alternatives
Bitwave, CoinTracker, Cryptio, KoinlyThree alternatives
Breezing, CoinLedger, CryptaCountMiniMax M2.5CryptaCount, Ledgibleagainst: CryptoworthBitwave, TaxBitChangedBitwave, CryptioCoinLedger, Koinlyno first choicenothing named
One alternative
Node40Three alternatives
BitVision, Cryptoworth, TreverThree alternatives
CoinLedger, Cryptoworth, SoftLedgerTwo alternatives
CoinTracking, QuickBooks OnlineGPT-6 LunaBitwaveBitwaveHeldBitwave, CryptioKoinlyno first choicenothing named
Two alternatives
Cryptio, LedgibleTwo alternatives
Cryptio, TRES FinanceFour alternatives
Cryptoworth, Ledgible, SoftLedger, TRES, now part of FireblocksOne alternative
CryptoworthMuse Glimmer 30BCryptoworthBitwaveChangedBitwave, CryptioCryptoworth, LedgibleBitwave, Cryptioagainst: Accointing, Awaken Tax
Three alternatives
Bitwave, Cryptio, LedgibleOne alternative
BreezingSeven alternatives
CoinTracker, Koinly, Ledgible, Lukka, TRES Finance, TokenTax, ZenLedgerTwo alternatives
CoinLedger, KoinlyOne alternative
CoinLedgerBold 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 23:09 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:27 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:20 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:02 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:14 | yes | 20 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:08 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:02 | yes | 19 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:04 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:32 | yes | 14 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:23 | yes | 17 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:17 | yes | 22 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:16 | yes | 14 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:11 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:55 | yes | 19 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:12 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:14 | yes | 2 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:53 | yes | 12 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:06 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:34 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:01 | yes | 16 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:27 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:02 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:30 | yes | 12 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:30 | yes | 24 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:49 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:16 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:28 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:37 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:48 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:12 | yes | 10 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:14 | yes | 15 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:23 | yes | 24 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:22 | yes | 15 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:51 | yes | 22 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:56 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:19 | yes | 15 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:12 | yes | 13 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 23 | 114 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:41 | yes | 13 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:39 | yes | 7 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:13 | yes | 21 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:11 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:22 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:49 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:08 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:53 | yes | 18 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:05 | yes | 17 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:26 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:20 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:43 | yes | 6 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:21 | yes | 8 | 14 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:46 | yes | 21 | 68 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:26 | yes | 7 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:57 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | yes | 22 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:46 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:40 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:51 | yes | 3 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:17 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:56 | yes | 10 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:58 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:17 | yes | 18 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:16 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:37 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:22 | yes | 9 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:17 | yes | 14 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:24 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:23 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:20 | yes | 13 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:10 | yes | 27 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:17 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:02 | yes | 17 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:29 | yes | 25 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:50 | yes | 25 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:04 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:37 | yes | 25 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:38 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:11 | yes | 9 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 25 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:54 | yes | 24 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:10 | yes | 5 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:44 | yes | 1 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 23 | 25 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
TRES (Fireblocks) read as TRES Finance
Unresolved, counted raw
Awaken
Bynder
Coincile
Consola
Cryptotaxprep
Dunbar
SMPLR
Simple Start
Spark.money
TRES, now part of Fireblocks
Tealstreet
Trever
Discontinued, still offered
No shut-down product was recommended here.
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