Revenue recognition
Asked as “revenue recognition software”, and as “ASC 606 compliance tool”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
15%
Contested · Sage Intacct Revenue Recognition 15%
15Maxio15Sage Intacct Revenue Recognition13LedgerUp57others
15% 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 twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Sage Intacct Revenue Recognition vs RightRevSage Intacct Revenue Recognition vs OrdwaySage Intacct Revenue Recognition vs NetSuite Advanced Revenue ManagementSage Intacct Revenue Recognition vs BillingPlatformMaxio vs LedgerUpMaxio vs QuickBooks OnlineMaxio vs RightRevMaxio vs OrdwayMaxio vs NetSuite Advanced Revenue ManagementMaxio vs BillingPlatformLedgerUp vs QuickBooks OnlineLedgerUp vs RightRevLedgerUp vs OrdwayLedgerUp vs NetSuite Advanced Revenue ManagementLedgerUp vs BillingPlatformQuickBooks Online vs RightRevQuickBooks Online vs OrdwayQuickBooks Online vs NetSuite Advanced Revenue ManagementQuickBooks Online vs BillingPlatformRightRev vs OrdwayRightRev vs NetSuite Advanced Revenue ManagementRightRev vs BillingPlatformOrdway vs NetSuite Advanced Revenue ManagementOrdway vs BillingPlatformNetSuite Advanced Revenue Management vs BillingPlatform
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Sage Intacct Revenue Recognition15%
Sage Intacct Revenue Recognition15%02Maxio15%
Maxio15%03LedgerUp13%
LedgerUp13%04QuickBooks Online6%
QuickBooks Online6%05RightRev4%
RightRev4%06Ordway4%
Ordway4%07NetSuite Advanced Revenue Management2%
NetSuite Advanced Revenue Management2%08BillingPlatform2%
BillingPlatform2%09Zuora Revenue2%
Zuora Revenue2%10Chargebee RevRec0%
Chargebee RevRec0%11Zenskar0%
Zenskar0%12Oracle NetSuite0%
Oracle NetSuite0%What they warned about
Four of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
QuickBooks Online41%
7 of 17 labels negative · 6 of 12 models · 5 hard negative
“do not offer native, robust revenue recognition engines that meet full GAAP standards out-of-the-box ... Why to Avoid” Qwen 3.7 Flash, negative prompt
Zuora Revenue32%
11 of 34 labels negative · 5 of 12 models · 3 hard negative
“steering clear of platforms known for rigidity, long implementations, and integration failures (Zuora/RevPro being the most documented of those)” DeepSeek V4 Flash, negative prompt
Oracle NetSuite70%
7 of 10 labels negative · 5 of 12 models · 1 hard negative
“Avoid expensive enterprise solutions like NetSuite or Zuora” Kimi K2, budget prompt
Xero50%
4 of 8 labels negative · 4 of 12 models · 3 hard negative
“Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs” Grok 4.20, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 913 links across 182 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · LedgerUp40 answers · 73 citations · 11 models
vendor site · RightRev33 answers · 47 citations · 10 models
vendor site · Eleven30 answers · 31 citations · 11 models
vendor site · HubiFi27 answers · 44 citations · 9 models
vendor site · DualEntry26 answers · 26 citations · 11 models
vendor site · Worldmetrics24 answers · 33 citations · 8 models
vendor site · Guideflow23 answers · 23 citations · 10 models
vendor site · GetApp22 answers · 33 citations · 10 models
22 answers · 23 citations · 10 models
vendor site · Pipedrive22 answers · 22 citations · 11 models
vendor site · Younium21 answers · 21 citations · 9 models
vendor site · Zenskar19 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.
32 answers · 10 models
30 answers · 11 models
26 answers · 11 models
23 answers · 10 models
22 answers · 10 models
22 answers · 10 models
22 answers · 11 models
21 answers · 9 models
18 answers · 8 models
17 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 revenue recognition software”, “revenue recognition software”, “revenue recognition tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| Sage parent site Sage Intacct Revenue Recognition 15% | 15% | 107 | 246,000 | 90,599 | ||||
| Maxio maxio.com | 15% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| LedgerUp ledgerup.ai | 13% | 23 | 260 | 0 | 638 | |||
| Flowrev flowrev.com | 6% | 9 | 40 | 3 | 16 | 2 | ||
| QuickBooks quickbooks.ninja QuickBooks Online 6% | 6% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Xero xero.com | 6% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| RightRev rightrev.com | 4% | 86 | 880 | 3 | 2,101 | 5 | ||
| Ordway ordwaylabs.com | 4% | 15 | 22,200 | 683 | 22,195 | $142 | 10 | |
| Stripe parent site Stripe Revenue Recognition 4% | 4% | 56 | 823,000 | 102,741 | ||||
| Zoho zoho.com Zoho Books 4% | 4% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 |
Google's top ten for the three searches hold 18 sites; 4 of them are among the sites the models cited here (dualentry.com, hubifi.com, pipedrive.com, younium.com). The first result for “best revenue recognition software” is dualentry.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 revenue recognition software for a mid-market B2B company?”Paraphrase“Which ASC 606 compliance tool would you recommend to a mid-sized B2B company?”Comparative“What are the top revenue recognition tools and how do they differ?”Budget-constrained“What is the best revenue recognition software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a revenue recognition software. What should we look at?”Negative“Which revenue recognition tools should I avoid or be cautious about?”
Claude Haiku 4.5MaxioMaxioHeldno first choiceTrueRevno first choicenothing named
Two alternatives
NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionOne alternative
Sage Intacct Revenue RecognitionGPT-5.4 miniZuora RevenueMaxioChangedno first choiceagainst: BlackLine Revenue Management, Oracle NetSuite, WorkivaDualEntry, Trullionagainst: Chargebee RevRecno first choicenothing named
One alternative
NetSuite Advanced Revenue ManagementTwo alternatives
BillingPlatform, RevLockFour alternatives
Sage Intacct Revenue Recognition, Salesforce Revenue Cloud, Stripe Revenue Recognition, Zuora RevenueTwo alternatives
Maxio, ZoneBillingGemini 3.5 FlashRightRevagainst: Zuora RevenueMaxioChangedagainst: NetSuite Advanced Revenue Management, Oracle RevPro, Zuora Revenueno first choiceFlowrevagainst: Chargebee RevRec, Maxio, Oracle NetSuite, Sage Intacct Revenue Recognitionno first choiceagainst: NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognitionagainst: Oracle NetSuite, QuickBooks Online, Recurly, Sage Intacct Revenue Recognition, Stripe, Zuora Revenue
Five alternatives
Chargebee RevRec, Leapfin, Maxio, NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionFive alternatives
Cadel, Chargebee RevRec, RightRev, Sage Intacct Revenue Recognition, TabsEight alternatives
Chargebee RevRec, Finlens, Leapfin, Maxio, NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue Recognition, Zuora RevenueFour alternatives
Puzzle, QuickBooks Online, Stripe Revenue Recognition, TrueRevPerplexity SonarLedgerUpOrdwayChangedno first choiceQuickBooks Online, Xerono first choicenothing named
Three alternatives
NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, YouniumTwo alternatives
LedgerUp, MaxioTwo alternatives
Pipedrive, TrueRevGrok 4.20Maxioagainst: NetSuite Advanced Revenue ManagementSage Intacct Revenue RecognitionChangedZuora RevenueZoho Booksagainst: Maxio, Zuora Revenueno first choiceagainst: Maxio, Oracle NetSuite, QuickBooks Online, Spreadsheets, Stripe Revenue Recognition, Xero, Zuora Revenue
Five alternatives
Chargebee RevenueStory, RightRev, Sage Intacct Revenue Recognition, Stripe Revenue Recognition, Zuora RevenueThree alternatives
BillingPlatform, Chargebee RevRec, LedgerUpFive alternatives
Leapfin, NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue Recognition, TrullionTwo alternatives
QuickBooks Online, Stripe Revenue RecognitionMistral SmallLedgerUpLedgerUpHeldTrullion, Zuora RevenueFlowrev, Pocketagainst: Trullionno first choiceagainst: QuickBooks Online, Xero
Three alternatives
Maxio, Sage Intacct Revenue Recognition, Synder RevRecTwo alternatives
BillingPlatform, Chargebee RevRecFour alternatives
BillingPlatform, Maxio, NetSuite Advanced Revenue Management, ZenskarTwo alternatives
Numeral, PipedriveDeepSeek V4 FlashSage Intacct Revenue RecognitionSage Intacct Revenue RecognitionHeldagainst: Zuora RevenueRightRev, Zuora Revenueagainst: SAP Revenue Accounting and Reporting, Stripe BillingXero, Zoho Booksagainst: Maxio, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: SAP Revenue Accounting and Reporting, Workday Revenue Managementagainst: NetSuite SuiteBilling, Zuora Revenue
Five alternatives
Chargebee RevRec, LedgerUp, Maxio, NetSuite Advanced Revenue Management, RightRevSix alternatives
BillingPlatform, DualEntry, Maxio, NetSuite Advanced Revenue Management, Ordway, RightRevNine alternatives
BillingPlatform, Chargebee RevRec, LedgerUp, Maxio, NetSuite Advanced Revenue Management, Ordway, Sage Intacct Revenue Recognition, Trullion, ZenskarTwo alternatives
Flowrev, QuickBooks OnlineLlama 4 MaverickMaxio, Sage Intacct Revenue Recognition, Synder RevRecCadelChangedno first choiceno first choiceno first choicenothing named
Three alternatives
LedgerUp, NetSuite RevRec AI, RightRevQwen 3.7 FlashSage Intacct Revenue RecognitionSage Intacct Revenue RecognitionHeldagainst: Zuora RevenueRevolutioFlowrevno first choiceagainst: Excel, QuickBooks Online, Salesforce, Stripe, Xero
Four alternatives
BlackLine Revenue Management, Maxio, Synder RevRec, XactiumTwo alternatives
Maxio, RightRevFour alternatives
BlackLine Revenue Management, Oracle NetSuite RevPro, Trintech, Zuora RevenueTwo alternatives
QuickBooks Online, Zoho BillingKimi K2Maxioagainst: Zuora RevenueBillingPlatformChangedTrullionQuickBooks Online, Stripe Revenue Recognitionagainst: Maxio, Oracle NetSuite, Zuora Revenueno first choiceagainst: Oracle NetSuite, QuickBooks Online, Sage Intacct Revenue Recognition
Two alternatives
Chargebee RevRec, Sage Intacct Revenue RecognitionFour alternatives
Chargebee RevRec, Maxio, RightRev, Sage Intacct Revenue RecognitionSix alternatives
BillingPlatform, Certinia, NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zenskar, Zuora RevenueTwo alternatives
Chargebee RevRec, Zoho BillingNine alternatives
Alguna, Chargebee RevRec, LedgerUp, Maxio, NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue Recognition, Stripe Revenue Recognition, Zuora RevenueGLM 4.7 FlashXLedgerUp, NetSuite Advanced Revenue Management, RightRevSage Intacct Revenue RecognitionChangedAviso Revenue Recognition, TrullionStripe Revenue Recognition, eRevagainst: QuickBooks Online, Xerono first choiceagainst: Chargebee RevRec, Oracle NetSuite, QuickBooks Online, Stripe
Four alternatives
Alguna, Maxio, Sage Intacct Revenue Recognition, Zuora RevenueTwo alternatives
LedgerUp, RightRevEleven alternatives
Chargebee RevRec, HubiFi, LedgerUp, Maxio, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, Sage Intacct Revenue Recognition, ScaleXP, Younium, Zenskar, Zuora RevenueFive alternatives
Chargebee RevRec, Flowrev, QuickBooks Online, Recurso, TrueRevMiniMax M2.5LedgerUpLedgerUp, OrdwayChangedBillingPlatformQuickBooks Online, Xerono first choiceagainst: Excel
Four alternatives
BillingPlatform, NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue RecognitionThree alternatives
Cadel, RightRev, Sage Intacct Revenue RecognitionSix alternatives
LedgerUp, NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Younium, Zuora RevenueOne alternative
FlowrevBold 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.
Seventy-two 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 | 2026-09-17 18:06 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:53 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:12 | yes | 13 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:31 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:41 | yes | 33 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:37 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:19 | yes | 8 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:43 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:43 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:04 | yes | 20 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:55 | yes | 12 | 109 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:47 | yes | 15 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | yes | 16 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:26 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:16 | yes | 11 | 179 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:03 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:00 | yes | 29 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:03 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:24 | yes | 8 | 14 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:16 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:43 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:03 | yes | 9 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:57 | yes | 20 | 244 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:29 | yes | 5 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:45 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:57 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:07 | yes | 22 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:38 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:41 | yes | 23 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:49 | yes | 8 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:16 | yes | 27 | 67 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:15 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:35 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:01 | yes | 14 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:53 | yes | 32 | 63 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:48 | yes | 5 | 17 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:41 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:56 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 18 | 55 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:15 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:02 | yes | 36 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:39 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:13 | yes | 10 | 11 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:53 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:06 | yes | 14 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:24 | yes | 9 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:45 | yes | 25 | 114 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:19 | yes | 10 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:04 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:49 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 13 | 69 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:42 | yes | 20 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:02 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:09 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:03 | yes | 14 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:35 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:17 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:05 | yes | 14 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:49 | no | 0 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:56 | no | 0 | 9 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:53 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:53 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:34 | yes | 25 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:55 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:11 | yes | 41 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:57 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:19 | yes | 26 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:13 | yes | 5 | 22 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:05 | yes | 28 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:04 | yes | 25 | 86 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:59 | yes | 14 | 33 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
Agentforce Revenue Management read as Salesforce Revenue Cloud
BlackLine read as BlackLine Revenue Management
Certinia Revenue Recognition read as Certinia
Chargebee read as Chargebee RevRec
Chargebee (with RevRec module) read as Chargebee RevRec
NetSuite read as Oracle NetSuite
Oracle Revenue Management read as Oracle Fusion Cloud Revenue Management
Oracle Revenue Management Cloud read as Oracle Fusion Cloud Revenue Management
QuickBooks read as QuickBooks Online
SAP read as SAP Revenue Accounting and Reporting
SAP Revenue Accounting read as SAP Revenue Accounting and Reporting
Sage Intacct read as Sage Intacct Revenue Recognition
Workday read as Workday Revenue Management
Workday Financial Management read as Workday Revenue Management
Zuora read as Zuora Revenue
Unresolved, counted raw
BillMate
NetSuite RevRec AI
Oracle NetSuite RevPro
Oracle RevPro
Pocket (by founders for small businesses)
Recurso
RevLock
RevRec.ai
Revbot
Revolutio
Vayu
Xactium
eRev
Discontinued, still offered
No shut-down product was recommended here.