Revenue recognition
Asked as “revenue recognition software”, and as “ASC 606 compliance tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · Sage Intacct Revenue Recognition 14%
20Maxio14Sage Intacct Revenue Recognition10LedgerUp56others
20% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Maxio (19%) replaces Sage Intacct Revenue Recognition (15% then, 16% now), 2 points clear, inside the 10-point floor.Maxio leads at 19%, replacing Sage Intacct Revenue Recognition, which led at 15% and stands at 16% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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
Maxio26%Contested▲+11Since September 2026: 17% → 27%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →Mid-marketMaxio20%Contested↗new leaderNew leader since September 2026: Maxio (19%) replaces Sage Intacct Revenue Recognition (15% then, 16% now), 2 points clear, inside the 10-point floor.This pageEnterprise
Zuora Revenue58%Clear leader▼−1Since September 2026: 56% → 56%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
Maxio26%Contested▲+11Since September 2026: 17% → 27%, +11 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →Mid-marketMaxio20%Contested↗new leaderNew leader since September 2026: Maxio (19%) replaces Sage Intacct Revenue Recognition (15% then, 16% now), 2 points clear, inside the 10-point floor.This pageEnterpriseZuora Revenue58%Clear leader▼−1Since September 2026: 56% → 56%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →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
01Maxio20%11%47accepted challenger▲+4Since September 2026: 15% → 19%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 19%
Maxio20%11%47accepted challenger▲+4Since September 2026: 15% → 19%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 19%02
Sage Intacct Revenue Recognition14%13%38accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 16%
Sage Intacct Revenue Recognition14%13%38accepted challenger▲+1Since September 2026: 15% → 16%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 16%03
LedgerUp10%0%12accepted challenger▼−1Since September 2026: 13% → 12%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.13% → 12%
LedgerUp10%0%12accepted challenger▼−1Since September 2026: 13% → 12%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.13% → 12%04
Stripe Revenue Recognition8%32%19criticized challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%
Stripe Revenue Recognition8%32%19criticized challenger▲+3Since September 2026: 4% → 7%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 7%05
QuickBooks Online8%41%17criticized challenger▲+3Since September 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 9%
QuickBooks Online8%41%17criticized challenger▲+3Since September 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 9%06
RightRev6%0%33accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 0%
RightRev6%0%33accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 0%07
NetSuite Advanced Revenue Management2%10%31accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
NetSuite Advanced Revenue Management2%10%31accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%08
Chargebee RevRec2%13%23accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Chargebee RevRec2%13%23accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%09Zuora Revenue2%29%38criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Zuora Revenue2%29%38criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%10
Xero2%20%10accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 2%
Xero2%20%10accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 2%Show the two products at 0%, ordered by negative rate
12
Oracle NetSuite0%46%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Oracle NetSuite0%46%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Zenskar0%0%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Zenskar0%0%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 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
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Maxio vs QuickBooks OnlineMaxio vs RightRevMaxio vs NetSuite Advanced Revenue ManagementMaxio vs Chargebee RevRecSage Intacct Revenue Recognition vs LedgerUpSage Intacct Revenue Recognition vs Stripe Revenue RecognitionSage Intacct Revenue Recognition vs QuickBooks OnlineSage Intacct Revenue Recognition vs RightRevSage Intacct Revenue Recognition vs NetSuite Advanced Revenue ManagementSage Intacct Revenue Recognition vs Chargebee RevRecLedgerUp vs Stripe Revenue RecognitionLedgerUp vs QuickBooks OnlineLedgerUp vs RightRevLedgerUp vs NetSuite Advanced Revenue ManagementLedgerUp vs Chargebee RevRecStripe Revenue Recognition vs QuickBooks OnlineStripe Revenue Recognition vs RightRevStripe Revenue Recognition vs NetSuite Advanced Revenue ManagementStripe Revenue Recognition vs Chargebee RevRecQuickBooks Online vs RightRevQuickBooks Online vs NetSuite Advanced Revenue ManagementQuickBooks Online vs Chargebee RevRecRightRev vs NetSuite Advanced Revenue ManagementRightRev vs Chargebee RevRecNetSuite Advanced Revenue Management vs Chargebee RevRec
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Maxio20%
Maxio20%02Sage Intacct Revenue Recognition14%
Sage Intacct Revenue Recognition14%03LedgerUp10%
LedgerUp10%04Stripe Revenue Recognition8%
Stripe Revenue Recognition8%05QuickBooks Online8%
QuickBooks Online8%06RightRev6%
RightRev6%07NetSuite Advanced Revenue Management2%
NetSuite Advanced Revenue Management2%08Chargebee RevRec2%
Chargebee RevRec2%09Zuora Revenue2%
Zuora Revenue2%10Xero2%
Xero2%11Zenskar0%
Zenskar0%12Oracle NetSuite0%
Oracle NetSuite0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
QuickBooks Online41%
7 of 17 labels negative · 7 of 14 models · 3 hard negative
“Doesn't automate performance obligations, variable pricing, or deferred revenue properly under ASC 606” Grok 4.1 Fast, negative prompt
Zuora Revenue29%
11 of 38 labels negative · 7 of 14 models · 3 hard negative
“What to Avoid ... **Zuora Revenue** ... implementation cost and complexity are usually overkill” DeepSeek V4 Flash, paraphrase prompt
Oracle NetSuite46%
6 of 13 labels negative · 6 of 14 models · 2 hard negative
“avoiding expensive enterprise resource planning (ERP) platforms (like NetSuite or Sage Intacct, which can cost $10,000 to over $100,000 annually)” Gemini 3.5 Flash, budget prompt
Stripe Revenue Recognition32%
6 of 19 labels negative · 6 of 14 models
“it lacks advanced features needed for complex B2B contracts... If you have complex contracts (e.g., mixed products): Avoid Stripe.” Qwen 3.7 Flash, comparative 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. 1051 links across 183 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 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 · LedgerUp48 answers · 77 citations · 13 models
vendor site · Guideflow47 answers · 47 citations · 11 models
45 answers · 45 citations · 12 models
vendor site · Zenskar40 answers · 42 citations · 12 models
vendor site · Synder36 answers · 36 citations · 11 models
vendor site · RightRev34 answers · 46 citations · 12 models
vendor site · Pipedrive27 answers · 27 citations · 10 models
vendor site · HubiFi23 answers · 38 citations · 10 models
vendor site · DualEntry21 answers · 24 citations · 11 models
vendor site · Fueler20 answers · 21 citations · 9 models
vendor site · GetApp19 answers · 25 citations · 11 models
vendor site · Younium19 answers · 20 citations · 8 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 · 11 models
45 answers · 12 models
39 answers · 12 models
36 answers · 11 models
35 answers · 11 models
27 answers · 10 models
21 answers · 12 models
20 answers · 9 models
19 answers · 11 models
18 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 |
|---|---|---|---|---|---|---|---|---|
| Maxio maxio.com | 20% | 147 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| Sage parent site Sage Intacct Revenue Recognition 14% | 14% | 77 | 246,000 | 90,599 | ||||
| LedgerUp ledgerup.ai | 10% | 26 | 260 | 0 | 638 | |||
| Stripe parent site Stripe Revenue Recognition 8% | 8% | 50 | 823,000 | 102,741 | ||||
| QuickBooks quickbooks.ninja QuickBooks Online 8% | 8% | 621 | 1,000,000 | 54,681 | 253 company | |||
| RightRev rightrev.com | 6% | 80 | 880 | 3 | 2,101 | 5 | ||
| TrueRev truerev.com | 4% | 17 | 50 | 0 | 452 | 0 | 6 | |
| Flowrev flowrev.com | 4% | 15 | 40 | 3 | 16 | 2 | ||
| Wave waveapps.com | 4% | 323 | 368,000 | 253,218 | 708,862 | 39 | ||
| NetSuite netsuite.com NetSuite Advanced Revenue Management 2% | 2% | 86 | 135,000 | 4,476 | 2,262,234 company | $81,140 | 113 |
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 4.5MaxioTrueRev, YouniumChangedZenskarTrueRevno first choiceagainst: Chargebee RevRec, Maxio, Oracle NetSuite, SAP S/4HANA, Spreadsheets
Five alternatives
LedgerUp, NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, TrueRev, YouniumTwo alternatives
RecVue, Sage Intacct Revenue RecognitionSeven alternatives
Maxio, NetSuite Advanced Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Synder RevRec, Workday Financial Management, Zuora RevenueThree alternatives
Maxio, Stripe's native Revenue Recognition, Synder RevRecGPT-5.4 miniSage Intacct Revenue RecognitionZuora RevenueChangedZuora Revenueagainst: Stripe Revenue RecognitionChargeOveragainst: Chargebee RevRecno first choicenothing named
Three alternatives
Chargebee RevRec, NetSuite Advanced Revenue Management, Zuora RevenueTwo alternatives
RightRev, SAP Revenue Accounting and ReportingSix alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Ordway, RightRev, Sage Intacct Revenue RecognitionOne alternative
ZenskarGemini 3.5 FlashSage Intacct Revenue RecognitionNetSuite Advanced Revenue ManagementChangedagainst: Zuora Revenueno first choiceFlowrev, Stripe Revenue Recognitionagainst: Maxio, Oracle NetSuite, Sage Intacct Revenue Recognitionno first choiceagainst: NetSuite Advanced Revenue Managementagainst: Excel, Maxio, NetSuite Advanced Revenue Management, QuickBooks basic revenue scheduling, Sage Intacct Revenue Recognition, Stripe Revenue Recognition, Zuora Revenue
Six alternatives
Chargebee RevRec, Leapfin, Maxio, NetSuite Advanced Revenue Management, RightRev, Zuora RevenueFive alternatives
Chargebee RevRec, Maxio, RightRev, Sage Intacct Revenue Recognition, TabsNine alternatives
Chargebee RevRec, Leapfin, Maxio, NetSuite Advanced Revenue Management, Puzzle, RightRev, Rillet, Sage Intacct Revenue Recognition, Zuora RevenueThree alternatives
Puzzle, QuickBooks Online, TrueRevTwo alternatives
Leapfin, RightRevPerplexity SonarMaxioagainst: Zuora RevenueMaxioHeldno first choiceagainst: QuickBooks OnlineQuickBooks Online, Xerono first choiceagainst: Stripe Billing
Two alternatives
LedgerUp, Sage Intacct Revenue RecognitionThree alternatives
Oracle NetSuite, RightRev, Sage Intacct Revenue RecognitionTwo alternatives
Puzzle, TrueRevGrok 4.1 FastMaxioagainst: Stripe Revenue RecognitionChargebee RevRec, MaxioChangedagainst: Stripe Billing, Zuora RevenueMaxio, ZenskarStripe Revenue Recognitionno first choiceagainst: Oracle, Oracle NetSuite, QuickBooks Online, Salesforce Revenue Cloud, Spreadsheets
Three alternatives
Chargebee RevRec, NetSuite Advanced Revenue Management, RightRevThree alternatives
BillingPlatform, Oracle NetSuite, Sage Intacct Revenue RecognitionThree alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Zuora RevenueFour alternatives
Pipedrive, QuickBooks Online, Xero, Zoho BillingMistral SmallLedgerUpLedgerUpHeldZuora RevenueQuickBooks Onlineno first choiceagainst: QuickBooks Online
Two alternatives
Maxio, Stripe Revenue RecognitionTwo alternatives
RightRev, Zuora RevenueFour alternatives
Flowrev, Maxio, Oracle NetSuite, Sage Intacct Revenue RecognitionTwo alternatives
Pipedrive, XeroDeepSeek V4 FlashSage Intacct Revenue Recognitionagainst: Zuora RevenueSage Intacct Revenue RecognitionHeldagainst: Oracle Revenue Management Cloud, Zuora RevenueZuora RevenuePuzzle, Stripe Revenue Recognitionagainst: NetSuite Advanced Revenue Management, QuickBooks Online, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: Maxionothing named
Four alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRevTwo alternatives
Maxio, TrullionNine alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue Recognition, Stripe Revenue Recognition, Trullion, Workday Revenue Management, Zoho BillingOne alternative
Synder RevRecLlama 4 MaverickLedgerUpno first choiceChangedno first choiceno first choiceno first choicenothing named
Four alternatives
Maxio, Subskribe, Synder, ZenskarQwen 3.7 FlashMaxioagainst: Oracle NetSuiteSage Intacct Revenue RecognitionChangedagainst: Excelno first choiceagainst: Stripe Revenue RecognitionQuickBooks OnlineTrullionagainst: BlackLine Revenue Management, OneStream, Oracle, SAP S/4HANAagainst: Microsoft Dynamics GP, Oracle E-Business Suite, QuickBooks Online, SAP ECC, Wave, Xero
Two alternatives
Chargebee RevRec, ZenskarThree alternatives
Ari, LedgerUp, Zuora RevenueFive alternatives
Chargebee RevRec, Finlens, Maxio, RightRev, Zuora RevenueFour alternatives
Flowrev, Puzzle, Revenue Recognition App, XeroTwo alternatives
Loopio, Vena SolutionsKimi K2Sage Intacct Revenue Recognitionagainst: Zuora RevenueBillingPlatform, Sage Intacct Revenue RecognitionChangedagainst: Zuora RevenueMaxioagainst: Chargebee RevRec, Stripe Revenue RecognitionWave, Zoho Booksagainst: Sage Intacct Revenue Recognitionno first choiceagainst: Generic ERP Revenue Modules, Sage Intacct Revenue Recognition, Spreadsheet-Based Revenue Recognition
Two alternatives
Maxio, Oracle NetSuiteFour alternatives
Chargebee RevRec, Leapfin, NetSuite Advanced Revenue Management, RightRevFour alternatives
NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zenskar, Zuora RevenueThree alternatives
QuickBooks Online, Stripe, XeroGLM 4.7 FlashXMaxioLedgerUpChangedZuora RevenueFlowrevno first choiceagainst: Microsoft Dynamics 365 Finance – Native Revenue Recognition, Recurly – Legacy Revenue Recognition
Three alternatives
RightRev, Sage Intacct Revenue Recognition, ZenskarFour alternatives
DualEntry, RightRev, Sage Intacct Revenue Recognition, ZenskarFive alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRev, Stripe Revenue RecognitionThree alternatives
ScaleXP, TrueRev, Zoho BillingMiniMax M2.5MaxioLedgerUpChangedno first choiceQuickBooks Online, Waveno first choiceagainst: Oracle NetSuite, QuickBooks Online, Zuora Revenue
Four alternatives
Chargebee RevRec, NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, YouniumFive alternatives
BillingPlatform, DualEntry, NetSuite Advanced Revenue Management, Ordway, RightRevTwo alternatives
FreshBooks, XeroGPT-6 LunaRightRevMaxioChangedno first choiceagainst: Stripe Revenue RecognitionStripe Revenue Recognitionagainst: Maxiono first choicenothing named
Three alternatives
Maxio, NetSuite Advanced Revenue Management, OrdwayThree alternatives
NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue RecognitionMuse Glimmer 30BMaxio, RightRevRightRevChangedno first choiceFinlensno first choiceagainst: BillingPlatform, Maxio Revenue Recognition, Oracle NetSuite, QuickBooks Online, Xero, Zuora Revenue
Three alternatives
LedgerUp, Oracle NetSuite, Synder RevRecThree alternatives
BillingPlatform, LedgerUp, Sage Intacct Revenue RecognitionFive alternatives
BillingPlatform, LedgerUp, Trullion, Zenskar, Zuora RevenueThree alternatives
Maxio Grow, QuickBooks Online, ScaleXPBold 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 | 2026-10-01 10:58 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:01 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:16 | yes | 18 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:58 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:47 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:52 | yes | 16 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:05 | yes | 22 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:32 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:25 | yes | 8 | 50 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:35 | yes | 9 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:32 | yes | 20 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:16 | yes | 10 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:54 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:32 | yes | 16 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:01 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:07 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:07 | yes | 10 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:30 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:11 | yes | 20 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:11 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:15 | yes | 21 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:45 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:42 | yes | 5 | 55 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:03 | yes | 10 | 16 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:13 | yes | 16 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:53 | yes | 10 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:09 | yes | 5 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:16 | yes | 12 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:25 | yes | 13 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:31 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:34 | yes | 16 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:52 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:41 | yes | 19 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:10 | yes | 16 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:48 | yes | 22 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:58 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:48 | yes | 12 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:40 | yes | 19 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:15 | yes | 23 | 203 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | yes | 18 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:19 | yes | 8 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:22 | yes | 12 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:45 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:02 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:45 | yes | 15 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:04 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:53 | yes | 18 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:03 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:22 | yes | 25 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:17 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | yes | 15 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:49 | yes | 14 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:51 | yes | 16 | 12 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:46 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:47 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:35 | yes | 23 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:51 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:08 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:32 | yes | 13 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:55 | yes | 38 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:23 | yes | 9 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:25 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:54 | yes | 19 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:55 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:35 | yes | 14 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:48 | yes | 11 | 14 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:25 | yes | 5 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:47 | yes | 4 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:37 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:34 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:26 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:40 | yes | 23 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:55 | yes | 17 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:08 | yes | 20 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:55 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:48 | yes | 25 | 17 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:13 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:53 | no | 0 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:49 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:40 | yes | 21 | 105 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:59 | yes | 23 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:13 | yes | 2 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:03 | yes | 22 | 29 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
BlackLine read as BlackLine Revenue Management
BlackLine Revenue Recognition read as BlackLine Revenue Management
Chargebee read as Chargebee RevRec
NetSuite read as Oracle NetSuite
NetSuite (ARM - Advanced Revenue Management) read as Oracle NetSuite
NetSuite (NetSuite Revenue Management) read as Oracle NetSuite
Oracle Fusion Revenue Management read as Oracle Revenue Management Cloud
QuickBooks read as QuickBooks Online
QuickBooks Advanced read as QuickBooks Online
Sage Intacct read as Sage Intacct Revenue Recognition
Sage Intacct (with Sage Intacct Contracts module) read as Sage Intacct Revenue Recognition
Sage Intacct Contract Revenue Management read as Sage Intacct Revenue Recognition
Stripe Revenue read as Stripe Revenue Recognition
Workday read as Workday Financial Management
Workday Revenue read as Workday Revenue Management
Zuora read as Zuora Revenue
Unresolved, counted raw
ARM
Aptitude Revenue Recognition
Aptitude Revenue Recognition Engine
Ari
Generic ERP Revenue Modules (Without ASC 606/IFRS 15 Specialization)
Maxio Revenue Recognition
Microsoft Dynamics 365 Finance – Native Revenue Recognition
NetSuite's revenue management module
QuickBooks basic revenue scheduling
Recurly – Legacy Revenue Recognition
Revenue Recognition App (by RevRec)
Revenue.io
Revio
Spreadsheet-Based Revenue Recognition
Stripe's native Revenue Recognition
Vancera
Workday Revenue Center
Zendeck
Discontinued, still offered
No shut-down product was recommended here.
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