Revenue recognition for enterprise buyers
Asked as “revenue recognition software”, and as “ASC 606 compliance tool”, on behalf of an enterprise B2B company. 39 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
56%
Clear leader
56Zuora Revenue05Maxio05NetSuite Advanced Revenue Management33others
56% 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 twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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
Sage Intacct Revenue Recognition vs MaxioSage Intacct Revenue Recognition vs LedgerUpSage Intacct Revenue Recognition vs QuickBooks Online
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.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
One product takes 56% of first choices here, so the chart would put eight 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. One product carries a negative rate above 25% in this category.
What they warned about
Seven of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick 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.
Maxio60%
9 of 15 labels negative · 5 of 12 models · 3 hard negative
“Why Avoid: For large enterprises, the lack of seamless data flow between billing and recognition creates manual intervention” GLM 4.7 FlashX, negative prompt
Chargebee RevRec56%
5 of 9 labels negative · 5 of 12 models · 2 hard negative
“Avoid SMB/mid-market focused ones (e.g., basic Chargebee RevRec” Grok 4.20, negative prompt
Zuora Revenue14%
8 of 57 labels negative · 5 of 12 models · 2 hard negative
“Why Avoid: ... Zuora's implementation can take 6–9+ months. It is often over-engineered” GLM 4.7 FlashX, negative prompt
NetSuite Advanced Revenue Management24%
9 of 37 labels negative · 5 of 12 models · 1 hard negative
“avoid if cost certainty is priority #1. - Not recommended for pure per-user predictability.” Grok 4.20, budget 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
66 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. 1107 links across 219 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · RightRev54 answers · 105 citations · 11 models
vendor site · Younium39 answers · 44 citations · 11 models
vendor site · Eleven33 answers · 34 citations · 11 models
vendor site · HubiFi32 answers · 51 citations · 11 models
vendor site · LedgerUp32 answers · 50 citations · 11 models
vendor site · DualEntry28 answers · 29 citations · 10 models
vendor site · Guideflow27 answers · 27 citations · 11 models
vendor site · HighRadius26 answers · 28 citations · 11 models
vendor site · Zuora24 answers · 40 citations · 10 models
vendor site · GetApp23 answers · 35 citations · 9 models
vendor site · Worldmetrics20 answers · 28 citations · 9 models
17 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.
46 answers · 11 models
37 answers · 11 models
32 answers · 11 models
28 answers · 10 models
27 answers · 11 models
25 answers · 11 models
24 answers · 11 models
21 answers · 9 models
20 answers · 9 models
20 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 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 |
|---|---|---|---|---|---|---|---|---|
| Zuora Revenue zuora.com | 56% | 127 | 170 | 3 | 24,950 | 6 | 8 | |
| SAP Revenue Accounting sap.com SAP Revenue Accounting and Reporting 5% | 5% | 57 | 260 | 0 | 2,214,514 company | $1,251 | 23 | |
| RightRev rightrev.com | 5% | 86 | 880 | 3 | 2,101 | 5 | ||
| NetSuite netsuite.com NetSuite Advanced Revenue Management 5% | 5% | 74 | 135,000 | 4,476 | 2,262,234 company | $81,140 | 113 | |
| Younium younium.com | 5% | 19 | 110 | 0 | 1,700 | 11 | 2 | |
| Maxio maxio.com | 5% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| Workday parent site Workday Revenue Management 3% | 3% | 45 | 1,220,000 | 23,848 | ||||
| BillingPlatform billingplatform.com | 3% | 15 | 590 | 15 | 41,701 | $37 | 45 | 9 |
| Leapfin leapfin.com | 3% | 11 | 260 | 1 | 3,325 | 0 | ||
| Acumatica acumatica.com Acumatica Cloud ERP 3% | 3% | 8 | 12,100 | 242 | 130,487 company | $2,934 | 120 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (dualentry.com, highradius.com, hubifi.com, younium.com, zuora.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 an enterprise B2B company?”Paraphrase“Which ASC 606 compliance tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade revenue recognition tools and how do they differ?”Budget-constrained“What is the best revenue recognition software 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 revenue recognition software. What should we look at?”Negative“Which revenue recognition tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Zuora RevenueZuora RevenueHeldno first choiceagainst: Zuora RevenueNetSuite Advanced Revenue Managementagainst: Zuora Revenueno first choiceagainst: Excel
Five alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementThree alternatives
Oracle Fusion Cloud Revenue Management, Sage Intacct Revenue Recognition, Workday Revenue ManagementOne alternative
Workday Revenue ManagementGPT-5.4 miniZuora RevenueBillingPlatformChangedagainst: SAP Revenue Accounting and ReportingZuora RevenueZuora Revenueno first choicenothing named
Two alternatives
SAP Revenue Accounting and Reporting, Sage Intacct Revenue RecognitionOne alternative
SoftraxThree alternatives
Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and Reporting, Workday Revenue ManagementOne alternative
SAP Revenue Accounting and ReportingGemini 3.5 FlashRightRev, Zuora Revenueagainst: MaxioZuora RevenueChangedno first choiceAcumatica Cloud ERPagainst: Oracle NetSuite, Sage Intacct Revenue Recognition, Salesforce Revenue Managementno first choiceagainst: Chargebee RevRec, Digits, Excel, Google Sheets, Maxio, NetSuite\u2019s Advanced Revenue Management, Puzzle, QuickBooks Online, Recurly, Stripe Billing, Xero
Three alternatives
Leapfin, NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionThree alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and ReportingSix alternatives
Leapfin, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Zuora RevenueTwo alternatives
RightRev, YouniumPerplexity SonarZuora Revenueagainst: NetSuite Advanced Revenue ManagementZuora RevenueHeldZuora RevenueNetSuite Advanced Revenue Managementagainst: RightRev, Zuora Revenueno first choiceagainst: QuickBooks Online
Three alternatives
RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementTwo alternatives
Oracle Fusion Cloud Revenue Management, RightRevFour alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue Center / Financial ManagementOne alternative
SAP Revenue Accounting and ReportingGrok 4.20Zuora Revenueagainst: Maxio, NetSuite Advanced Revenue Management, RightRevZuora RevenueHeldZuora Revenueagainst: RightRev, Trullion, YouniumZuora Revenueagainst: NetSuite Advanced Revenue Management, Workday Revenue ManagementZuora Revenueagainst: Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Oracle, Spreadsheets, Workday Revenue Management
Three alternatives
Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and Reporting, Workday Revenue ManagementThree alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and ReportingFive alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and Reporting, Salesforce Revenue Cloud, Workday Revenue ManagementTwo alternatives
RightRev, SAP Revenue Accounting and ReportingTwo alternatives
HighRadius, OrdwayMistral SmallLeapfin, MaxioSAP Revenue Accounting and ReportingChangedZuora RevenueZuora Revenueno first choicenothing named
Two alternatives
RightRev, YouniumTwo alternatives
Younium, Zuora RevenueFour alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, TrullionTwo alternatives
NetSuite Advanced Revenue Management, SAP Revenue CloudDeepSeek V4 FlashZuora Revenueagainst: LedgerUp, Maxio, NetSuite Advanced Revenue Management, ZenskarZuora RevenueHeldZuora RevenueSalesforce Revenue Cloud, Workday Revenue Managementagainst: Maxio, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: Chargebee RevRec, Finlens, Maxio, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, QuickBooks Online, SAP Revenue Accounting and Reporting, Spreadsheets, Tabs, Zuora Revenue
Four alternatives
Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementThree alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and ReportingFive alternatives
BlackLine Revenue Management, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementLlama 4 MaverickYouniumno first choiceChangedno first choiceSAP Revenue Accounting and Reportingno first choicenothing named
Two alternatives
Leapfin, RightRevFour alternatives
Eleven, Pipedrive, RightRev, YouniumQwen 3.7 FlashZuora RevenueZuora RevenueHeldZuora RevenueTrueRevagainst: Chargebee RevRec, Gainsight Revv, Maxiono first choiceagainst: Revv, Trullionagainst: NetSuite Advanced Revenue Management, Spreadsheets
Five alternatives
Ferry AI, Leapfin, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementThree alternatives
Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and ReportingFour alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementOne alternative
Zuora RevenueKimi K2Zuora RevenueZuora RevenueHeldZuora RevenueYouniumagainst: Salesforce Revenue Cloudno first choiceagainst: NetSuite Advanced Revenue Managementagainst: NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Zuora Revenue
Six alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Salesforce Revenue Cloud, Workday Revenue ManagementThree alternatives
BillingPlatform, RightRev, SAP Revenue Accounting and ReportingSix alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementTwo alternatives
RightRev, Zuora RevenueGLM 4.7 FlashXZuora RevenueZuora RevenueHeldRightRev, Zuora RevenueMaxioagainst: Oracle, Workday Revenue Management, Zuora Revenueno first choiceagainst: Chargebee RevRec, Maxio, Oracle NetSuite, SAP Revenue Accounting and Reporting, Spreadsheets, Tabs, Workday Revenue Management, Zenskar, Zuora Revenue
Four alternatives
Maxio, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and ReportingTwo alternatives
Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and ReportingFour alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Trullion, Workday Revenue ManagementOne alternative
Chargebee RevenueStoryMiniMax M2.5RightRev, Zuora Revenueno first choiceChangedZuora RevenueAlgunaagainst: Salesforce Revenue Cloudno first choiceagainst: Excel
Three alternatives
Maxio, SAP Revenue Accounting and Reporting, YouniumFour alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementFour alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Workday Revenue Management, Zuora RevenueBold 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 19:11 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:11 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:01 | yes | 22 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:05 | yes | 20 | 5 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 18:30 | yes | 33 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:00 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:36 | yes | 17 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:03 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:58 | yes | 9 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:11 | yes | 8 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:57 | yes | 24 | 95 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:52 | yes | 12 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:40 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:09 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:23 | yes | 26 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:09 | 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 20:49 | yes | 27 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:16 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:01 | yes | 13 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:06 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:44 | yes | 8 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:55 | yes | 12 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:04 | yes | 27 | 82 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:43 | no | 0 | 35 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:11 | yes | 11 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:05 | yes | 5 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:20 | yes | 24 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:04 | yes | 20 | 10 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 18:57 | yes | 27 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:21 | yes | 13 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:33 | yes | 28 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:50 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:49 | yes | 14 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:57 | yes | 22 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:46 | yes | 23 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:03 | yes | 20 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:38 | yes | 14 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:57 | yes | 2 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:48 | yes | 17 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:40 | yes | 20 | 6 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 19:22 | yes | 43 | 27 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:14 | yes | 20 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:00 | yes | 24 | 70 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:03 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:50 | yes | 25 | 89 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:39 | yes | 22 | 74 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:43 | yes | 28 | 190 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:45 | yes | 15 | 85 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:18 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:33 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | no | 0 | 59 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:14 | yes | 20 | 8 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 19:42 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:07 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:54 | yes | 19 | 19 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:45 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:56 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:44 | yes | 15 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:14 | yes | 15 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:37 | no | 0 | 48 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:47 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:08 | yes | 4 | 10 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:40 | yes | 18 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:35 | 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 20:54 | yes | 31 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:24 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:03 | yes | 26 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:11 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:06 | yes | 14 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:15 | yes | 32 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:57 | yes | 24 | 93 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:19 | yes | 23 | 89 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
BlackLine Revenue Recognition read as BlackLine Revenue Management
Chargebee 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
Oracle Revenue Management Cloud (RMC) read as Oracle Fusion Cloud Revenue Management
Oracle Revenue Management Cloud (RMCS) read as Oracle Fusion Cloud Revenue Management
Oracle Revenue Management Cloud Service (RMC) read as Oracle Fusion Cloud Revenue Management
QuickBooks read as QuickBooks Online
SAP read as SAP Revenue Accounting and Reporting
Sage Intacct read as Sage Intacct Revenue Recognition
Salesforce Agentforce Revenue Management read as Salesforce Revenue Cloud
Salesforce Revenue Recognition read as Salesforce Revenue Cloud
Workday read as Workday Revenue Management
Workday Financial Management read as Workday Revenue Management
Zuora read as Zuora Revenue
Unresolved, counted raw
Contour
Ferry AI
Gainsight Revv
MindBridge AI Auditor
NetSuite\u2019s Advanced Revenue Management (ARM)
Revitas (now part of Dell Boomi)
Revv
SAP Revenue Cloud
Salesforce Revenue Management
Workday Revenue Center / Financial Management
Discontinued, still offered
No shut-down product was recommended here.