Revenue recognition for enterprise buyers
Asked as “revenue recognition software”, and as “ASC 606 compliance tool”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43Zuora Revenue08Sage Intacct Revenue Recognition06RightRev43others
43% of first choices, clear leader.
Since October 2026▼−15Since October 2026: 58% → 43%, −15 points. Past the 10-point floor: movement.Zuora Revenue held the lead, −15 points on 58%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Maxio27%Contested▲+1Since October 2026: 26% → 27%, +1 point. Inside the 10-point floor: within noise.Standing →Mid-market
Sage Intacct Revenue Recognition25%Contested↗new leaderNew leader since October 2026: Sage Intacct Revenue Recognition (25%) replaces Maxio (20% then, 19% now), 6 points clear, inside the 10-point floor.Standing →Enterprise
Zuora Revenue43%Clear leader▼−15Since October 2026: 58% → 43%, −15 points. Past the 10-point floor: movement.This page
Maxio27%Contested▲+1Since October 2026: 26% → 27%, +1 point. Inside the 10-point floor: within noise.Standing →Mid-marketSage Intacct Revenue Recognition25%Contested↗new leaderNew leader since October 2026: Sage Intacct Revenue Recognition (25%) replaces Maxio (20% then, 19% now), 6 points clear, inside the 10-point floor.Standing →EnterpriseZuora Revenue43%Clear leader▼−15Since October 2026: 58% → 43%, −15 points. Past the 10-point floor: movement.This pageThe 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 rateLabelsQuadrantSince October 2026
01Zuora Revenue43%8%66endorsed leader▼−15Since October 2026: 58% → 43%, −15 points. Past the 10-point floor: movement.58% → 43%
Zuora Revenue43%8%66endorsed leader▼−15Since October 2026: 58% → 43%, −15 points. Past the 10-point floor: movement.58% → 43%02Sage Intacct Revenue Recognition8%6%34accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 10-point floor: within noise.2% → 8%
Sage Intacct Revenue Recognition8%6%34accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 10-point floor: within noise.2% → 8%03
RightRev6%9%45accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%
RightRev6%9%45accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%04
SAP Revenue Accounting and Reporting6%19%47accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 10-point floor: within noise.4% → 6%
SAP Revenue Accounting and Reporting6%19%47accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 10-point floor: within noise.4% → 6%05
NetSuite Advanced Revenue Management4%16%49accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%
NetSuite Advanced Revenue Management4%16%49accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%06
Workday Revenue Management4%6%36accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Workday Revenue Management4%6%36accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%07Maxio4%14%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Maxio4%14%21accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%08
Oracle NetSuite4%31%13criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Oracle NetSuite4%31%13criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%09Oracle Fusion Cloud Revenue Management2%11%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Show the one product at 0%, ordered by negative rate
10
Chargebee RevRec0%36%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Chargebee RevRec0%36%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to head
Sage Intacct Revenue Recognition vs MaxioSage Intacct Revenue Recognition vs Stripe Revenue RecognitionSage Intacct Revenue Recognition vs RightRev
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 Chargebee RevRecSage Intacct Revenue Recognition vs Zuora RevenueSage Intacct Revenue Recognition vs LedgerUpSage Intacct Revenue Recognition vs QuickBooks OnlineMaxio vs Stripe Revenue RecognitionMaxio vs RightRevMaxio vs Chargebee RevRecMaxio vs Zuora RevenueMaxio vs LedgerUpMaxio vs QuickBooks OnlineStripe Revenue Recognition vs RightRevStripe Revenue Recognition vs Chargebee RevRecStripe Revenue Recognition vs Zuora RevenueStripe Revenue Recognition vs LedgerUpStripe Revenue Recognition vs QuickBooks OnlineRightRev vs Chargebee RevRecRightRev vs Zuora RevenueRightRev vs LedgerUpRightRev vs QuickBooks OnlineChargebee RevRec vs Zuora RevenueChargebee RevRec vs LedgerUpChargebee RevRec vs QuickBooks OnlineZuora Revenue vs LedgerUpZuora Revenue vs QuickBooks OnlineLedgerUp vs QuickBooks Online
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 →
0102030405060708O09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Zuora Revenue43%
Zuora Revenue43%02Sage Intacct Revenue Recognition8%
Sage Intacct Revenue Recognition8%03RightRev6%
RightRev6%04SAP Revenue Accounting and Reporting6%
SAP Revenue Accounting and Reporting6%05NetSuite Advanced Revenue Management4%
NetSuite Advanced Revenue Management4%06Workday Revenue Management4%
Workday Revenue Management4%07Maxio4%
Maxio4%08Oracle NetSuite4%
Oracle NetSuite4%09Oracle Fusion Cloud Revenue Management2%
10Chargebee RevRec0%
Chargebee RevRec0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, 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.
SAP Revenue Accounting and Reporting19%
9 of 47 labels negative · 9 of 14 models · 1 hard negative
“implementations take 6-9+ months, often over-engineered with high costs” Llama 4 Maverick, negative prompt
Chargebee RevRec36%
8 of 22 labels negative · 6 of 14 models · 3 hard negative
“Billing tools masquerading as revenue recognition (Chargebee, Stripe Revenue Recognition for complex enterprises)” Kimi K2, negative prompt
NetSuite Advanced Revenue Management16%
8 of 49 labels negative · 6 of 14 models · 1 hard negative
“NetSuite Advanced Revenue Management - due to the lack of seamless data flow between billing and recognition, which creates manual intervention.” Llama 4 Maverick, negative prompt
Zuora Revenue8%
5 of 66 labels negative · 5 of 14 models · 1 hard negative
“better for mid-market than ultra-large predictable TCO” Grok 4.20, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
77 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. 923 links across 181 sites, every framing counted. Ranked by the number of answers carrying the site or page. 37 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · RightRev58 answers · 114 citations · 12 models
36 answers · 36 citations · 10 models
vendor site · Zuora31 answers · 51 citations · 11 models
vendor site · GetApp28 answers · 38 citations · 11 models
vendor site · HubiFi25 answers · 39 citations · 13 models
vendor site · LedgerUp22 answers · 27 citations · 11 models
vendor site · Capterra21 answers · 24 citations · 11 models
19 answers · 31 citations · 8 models
vendor site · Zenskar19 answers · 23 citations · 9 models
vendor site · Younium16 answers · 17 citations · 7 models
vendor site · Eleven15 answers · 15 citations · 9 models
14 answers · 14 citations · 9 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.
39 answers · 12 models
36 answers · 10 models
31 answers · 10 models
26 answers · 11 models
18 answers · 9 models
18 answers · 8 models
17 answers · 11 models
16 answers · 7 models
15 answers · 9 models
14 answers · 9 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 | 43% | 127 | 170 | 3 | 24,950 | 6 | 8 | |
| Sage parent site Sage Intacct Revenue Recognition 8%, Sage Intacct Contracts Revenue Management 0% | 8% | 107 | 246,000 | 90,599 | ||||
| RightRev rightrev.com | 6% | 86 | 880 | 3 | 2,101 | 5 | ||
| SAP Revenue Accounting sap.com SAP Revenue Accounting and Reporting 6% | 6% | 57 | 260 | 0 | 2,214,514 company | $1,251 | 23 | |
| NetSuite netsuite.com NetSuite Advanced Revenue Management 4% | 4% | 74 | 135,000 | 4,476 | 2,262,234 company | $81,140 | 113 | |
| Workday parent site Workday Revenue Management 4% | 4% | 45 | 1,220,000 | 23,848 | ||||
| Maxio maxio.com | 4% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| HubiFi hubifi.com | 4% | 12 | 7 | |||||
| Younium younium.com | 4% | 19 | 110 | 0 | 1,700 | 11 | 2 | |
| Oracle parent site Oracle NetSuite 4% | 4% | 542 | 450,000 | 66,611 |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (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 RevenueOracle NetSuiteChangedZuora RevenueYouniumno first choiceagainst: Oracle, SAP Revenue Accounting and Reporting
Three alternatives
Maxio, NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionFour alternatives
BillingPlatform, HighRadius, Maxio, Zuora RevenueSeven alternatives
Certinia, Maxio, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementThree alternatives
NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zuora RevenueGPT-5.4 miniZuora RevenueWorkday Revenue ManagementChangedZuora Revenueagainst: SAP Revenue Accounting and ReportingSage Intacct Revenue Recognitionno first choicenothing named
Four alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue ManagementTwo alternatives
Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and ReportingThree alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, Workday Revenue ManagementTwo alternatives
Oracle Fusion Cloud Revenue Management, Salesforce Revenue CloudGemini 3.5 FlashZuora RevenueZuora RevenueHeldagainst: Chargebee RevRec, MaxioZuora RevenueAptitude Revenue Management, RecVueagainst: Zuora Revenueno first choiceagainst: Chargebee RevRec, Excel, Google Sheets, HubSpot, Pipedrive, QuickBooks Online, Recurly, Stripe Revenue Recognition, Xero
Five alternatives
Leapfin, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementEight alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Salesforce Revenue Cloud, Softrax, Trullion, Workday Revenue ManagementSix alternatives
Aptitude Revenue Management, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementFour alternatives
Oracle Financials Cloud, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementNine alternatives
Leapfin, NetSuite Advanced Revenue Management, Oracle Rev Mgmt, RightRev, SAP Revenue Accounting and Reporting, Trullion, Workday Rev Rec, Zone & Co, Zuora RevenuePerplexity SonarZuora RevenueZuora RevenueHeldno first choiceYouniumagainst: NetSuite Advanced Revenue Management, RightRevno first choiceagainst: QuickBooks Online, Zoho Books
Three alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Salesforce Revenue CloudFour alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and Reporting, YouniumEight alternatives
BillingPlatform, Maxio, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Softrax, Zuora RevenueTwo alternatives
SAP Revenue Accounting and Reporting, Zuora RevenueGrok 4.20Zuora Revenueagainst: Oracle NetSuiteNetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue ManagementChangedSAP Revenue Accounting and Reporting, Zuora Revenueagainst: Chargebee RevRec, MaxioSAP Revenue Accounting and Reportingagainst: Chargebee RevRec, Leapfin, Maxio, RightRev, Salesforce Revenue Cloud, Zuora Revenueno first choiceagainst: ERP Revenue Modules, Spreadsheets
Three alternatives
RightRev, SAP Subscription Billing + Revenue Recognition, Sage Intacct Revenue RecognitionTwo alternatives
RightRev, Zuora RevenueThree alternatives
NetSuite Advanced Revenue Management, RightRev, Workday Revenue ManagementFour alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, Sage Intacct Revenue Recognition, Workday Revenue ManagementMistral SmallRightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementNetSuite Advanced Revenue ManagementChangedRightRevOracle NetSuite, Sage Intacct Revenue Recognitionagainst: Chargebee RevRec, Zuora Revenueno first choicenothing named
Three alternatives
NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zuora RevenueTwo alternatives
Sage Intacct Revenue Recognition, Zuora RevenueFour alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Workday Revenue Management, Zuora RevenueDeepSeek V4 FlashZuora RevenueZuora RevenueHeldagainst: NetSuite Advanced Revenue ManagementRightRev, Zuora RevenueZenskaragainst: Salesforce Revenue CloudZuora Revenueagainst: Microsoft Dynamics 365, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, QuickBooks Online, SAP Revenue Accounting and Reporting, Spreadsheets, Xero
Six alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Contracts Revenue Management, Workday Revenue ManagementThree alternatives
Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and Reporting, Workday Revenue ManagementSix alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, RevenueCloud, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementTwo alternatives
Sage Intacct Revenue Recognition, Zuora RevenueThree alternatives
RightRev, SAP Revenue Accounting and Reporting, Workday Revenue ManagementLlama 4 Maverickno first choiceZuora RevenueChangedno first choiceSage Intacct Revenue Recognitionno first choiceagainst: NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting
Three alternatives
NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue RecognitionTwo alternatives
Workday Revenue Management, Zuora RevenueQwen 3.7 FlashRightRev, Zuora Revenueagainst: Microsoft Dynamics 365 FinanceZuora RevenueChangedBlackLine Revenue ManagementHubiFiagainst: Oracle NetSuite, SAP Revenue Accounting and Reportingno first choiceagainst: HubSpot, QuickBooks Online, Xero, Zoho
Four alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Sage Intacct Contracts Revenue Management, Workday Revenue ManagementTwo alternatives
Microsoft Dynamics 365 Finance, NetSuite Advanced Revenue ManagementFive alternatives
HighRadius, Oracle, SAP Revenue Accounting and Reporting, Zendeck, Zuora RevenueTwo alternatives
Good Sign, RecuronKimi K2RecVue, Zuora RevenueZuora RevenueChangedZuora RevenueRightRevagainst: Oracle NetSuite, Sage Intacct Revenue Recognitionno first choiceagainst: Chargebee RevRec, NetSuite Advanced Revenue Management, Oracle, SAP Revenue Accounting and Reporting, Spreadsheets, Stripe Revenue Recognition
Three alternatives
Certinia, NetSuite Advanced Revenue Management, Sage Intacct Contracts Revenue ManagementThree alternatives
RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue RecognitionSix alternatives
Leapfin, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementOne alternative
MaxioGLM 4.7 FlashXSage Intacct Revenue RecognitionSAP Revenue Accounting and Reporting, Zuora RevenueChangedno first choiceSalesforce Revenue Cloudagainst: Accounting Seed, Maxio Grow, RightRev, Softraxno first choiceagainst: Chargebee RevRec, Excel, Google Sheets, NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting
Five alternatives
NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Workday Revenue Management, Zuora RevenueThree alternatives
Microsoft Dynamics 365 Finance, RightRev, Workday Revenue ManagementNine alternatives
Chargebee RevRec, HubiFi, Maxio Grow, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue Management, Zuora RevenueSix alternatives
Chargebee RevRec, NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Salesforce Sales Cloud, Workday Revenue Management, Zuora RevenueMiniMax M2.5Zenskar, Zuora RevenueZuora RevenueChangedZuora RevenueMaxioagainst: Zuora Revenueno first choiceagainst: Oracle NetSuite, SAP Revenue Accounting and Reporting, Workday Revenue Management
Three alternatives
NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue RecognitionFive alternatives
BillingPlatform, HubiFi, Oracle NetSuite, RightRev, Sage Intacct Revenue RecognitionFive alternatives
Anaplan, Chargebee RevRec, RightRev, Sage Intacct Revenue Recognition, YouniumOne alternative
RightRevGPT-6 LunaZuora RevenueZuora RevenueHeldno first choiceHubiFino first choiceagainst: Oracle, Salesforce, Spreadsheets, Access databases, and custom scripts, Stripe
Four alternatives
NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, SAP Revenue Accounting and Reporting, Workday Revenue ManagementTwo alternatives
Oracle Fusion Financials, SAP S/4HANAOne alternative
Zuora RevenueMuse Glimmer 30BZuora RevenueZuora RevenueHeldZuora Revenueagainst: Oracle Fusion Cloud Revenue ManagementMaxioagainst: NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue Management, Zuora Revenueno first choiceagainst: Chargebee RevRec, Maxio Grow
Five alternatives
NetSuite Advanced Revenue Management, Oracle NetSuite, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementFour alternatives
Oracle, Oracle NetSuite, Sage Intacct Revenue Recognition, Workday Revenue ManagementFour alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementOne alternative
SoftLedgerBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:50 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:16 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:21 | yes | 11 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:40 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 13 | 36 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:23 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:53 | yes | 21 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:25 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:38 | yes | 9 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:17 | yes | 20 | 60 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:23 | yes | 12 | 17 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:54 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:04 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 20 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:46 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:55 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:31 | yes | 8 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:50 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:48 | yes | 22 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:00 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:30 | yes | 5 | 57 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 18 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:15 | yes | 19 | 198 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | yes | 5 | 71 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:53 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 14 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:01 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:46 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:58 | yes | 10 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:37 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:48 | yes | 5 | 24 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:45 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:06 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:41 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:14 | yes | 23 | 59 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:50 | yes | 14 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:29 | yes | 10 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:43 | yes | 7 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:07 | yes | 12 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 15 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:39 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:10 | yes | 10 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:44 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 14 | 35 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:39 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:51 | yes | 23 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:42 | yes | 17 | 69 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:12 | yes | 25 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:12 | yes | 23 | 102 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:52 | yes | 20 | 45 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:59 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:49 | yes | 23 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:54 | yes | 18 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:58 | yes | 3 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:05 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:09 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 15 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:58 | yes | 22 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:13 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:51 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:27 | yes | 23 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:21 | yes | 13 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:32 | no | 0 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:31 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:52 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:41 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:41 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:59 | yes | 15 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:38 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 9 | 25 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:21 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 23 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:03 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 22 | 72 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:21 | yes | 21 | 58 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:14 | yes | 24 | 72 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:18 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:16 | yes | 19 | 37 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Agentforce Revenue Management read as Salesforce Revenue Cloud
BlackLine read as BlackLine Revenue Management
BlackLine (Financial Control Cloud) read as BlackLine Revenue Management
Chargebee read as Chargebee RevRec
NetSuite read as Oracle NetSuite
NetSuite (Advanced Revenue Management / ARM) read as Oracle NetSuite
NetSuite (with Advanced Revenue) read as Oracle NetSuite
NetSuite (with Revenue Recognition) read as Oracle NetSuite
Oracle Fusion Revenue Management read as Oracle Fusion Cloud Revenue Management
Oracle Revenue Management read as Oracle Fusion Cloud Revenue Management
Oracle Revenue Management (Cloud) read as Oracle Fusion Cloud Revenue Management
Oracle Revenue Management (Fusion Cloud) read as Oracle Fusion Cloud Revenue Management
Oracle Revenue Management Cloud read as Oracle Fusion Cloud Revenue Management
Oracle revenue management read as Oracle Fusion Cloud Revenue Management
QuickBooks read as QuickBooks Online
SAP read as SAP Revenue Accounting and Reporting
SAP (S/4HANA Revenue Accounting) read as SAP Revenue Accounting and Reporting
Sage Intacct read as Sage Intacct Revenue Recognition
Sage Intacct (with Revenue Recognition module) read as Sage Intacct Revenue Recognition
Workday read as Workday Revenue Management
Workday (Financial Management / Revenue Management) read as Workday Revenue Management
Workday Financial Management read as Workday Revenue Management
Workday Financial Management (Revenue Engine) read as Workday Revenue Management
Workday Financial Management (Revenue Management) read as Workday Revenue Management
Zuora read as Zuora Revenue
Zuora (Revenue Cloud) read as Zuora Revenue
Unresolved, counted raw
Aptitude
ERP Revenue Modules (e.g., native modules in SAP, Oracle, or similar legacy ERPs)
Excelity
Faspex
Good Sign
Gotransverse
Oracle Fusion Financials
Oracle Rev Mgmt
Recuron
Revenera
RevenueCloud
SAP Subscription Billing + Revenue Recognition
Salesforce Sales Cloud
Spreadsheets, Access databases, and custom scripts
Tipaliti
Workday Accounting Center / revenue capabilities
Workday Rev Rec
Xactium
Zendeck
Zone&Co (ZoneRevenue)
Discontinued, still offered
No shut-down product was recommended here.