Revenue recognition
Asked as “revenue recognition software”, and as “ASC 606 compliance tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Maxio 19%
25Sage Intacct Revenue Recognition19Maxio13Stripe Revenue Recognition43others
25% of first choices, contested.
Since October 2026↗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.Sage Intacct Revenue Recognition leads at 25%, replacing Maxio, which led at 20% and stands at 19% now: 6 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
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.This pageEnterprise
Zuora Revenue43%Clear leader▼−15Since October 2026: 58% → 43%, −15 points. Past the 10-point floor: movement.Standing →
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.This pageEnterpriseZuora Revenue43%Clear leader▼−15Since October 2026: 58% → 43%, −15 points. Past the 10-point floor: movement.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 October 2026
01Sage Intacct Revenue Recognition25%7%46accepted challenger▲+11Since October 2026: 14% → 25%, +11 points. Past the 10-point floor: movement.14% → 25%
Sage Intacct Revenue Recognition25%7%46accepted challenger▲+11Since October 2026: 14% → 25%, +11 points. Past the 10-point floor: movement.14% → 25%02Maxio19%10%41accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 10-point floor: within noise.20% → 19%
Maxio19%10%41accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 10-point floor: within noise.20% → 19%03
Stripe Revenue Recognition13%5%20accepted challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 10-point floor: within noise.8% → 13%
Stripe Revenue Recognition13%5%20accepted challenger▲+5Since October 2026: 8% → 13%, +5 points. Inside the 10-point floor: within noise.8% → 13%04
RightRev6%0%33accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 10-point floor: within noise.6% → 6%
RightRev6%0%33accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 10-point floor: within noise.6% → 6%05
Chargebee RevRec4%24%37accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Chargebee RevRec4%24%37accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%06Zuora Revenue2%23%43accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Zuora Revenue2%23%43accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%07
LedgerUp2%0%15accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 10-point floor: within noise.10% → 2%
LedgerUp2%0%15accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 10-point floor: within noise.10% → 2%08
QuickBooks Online2%53%15criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%
QuickBooks Online2%53%15criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%Show the three products at 0%, ordered by negative rate
10
Oracle NetSuite0%42%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle NetSuite0%42%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
SAP Revenue Accounting and Reporting0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Revenue Accounting and Reporting0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
NetSuite Advanced Revenue Management0%14%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
NetSuite Advanced Revenue Management0%14%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 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
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Sage Intacct Revenue Recognition25%
Sage Intacct Revenue Recognition25%02Maxio19%
Maxio19%03Stripe Revenue Recognition13%
Stripe Revenue Recognition13%04RightRev6%
RightRev6%05Chargebee RevRec4%
Chargebee RevRec4%06Zuora Revenue2%
Zuora Revenue2%07LedgerUp2%
LedgerUp2%08QuickBooks Online2%
QuickBooks Online2%09NetSuite Advanced Revenue Management0%
NetSuite Advanced Revenue Management0%10Oracle NetSuite0%
Oracle NetSuite0%11SAP Revenue Accounting and Reporting0%
SAP Revenue Accounting and Reporting0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, 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 Online53%
8 of 15 labels negative · 8 of 14 models · 5 hard negative
“QuickBooks Online requires manual journal entries or add-ons for ASC 606 compliance, forcing spreadsheet exports for ARR and deferred revenue.” Muse Glimmer 30B, negative prompt
Zuora Revenue23%
10 of 43 labels negative · 7 of 14 models · 3 hard negative
“Avoid premium tools like Chargebee RevRec (~$7K+/month), Zuora, or Sage Intacct unless scaling rapidly” Grok 4.20, budget prompt
Chargebee RevRec24%
9 of 37 labels negative · 6 of 14 models · 3 hard negative
“Users describe moving away from Chargebee specifically due to revenue recognition limitations.” DeepSeek V4 Flash, negative prompt
Oracle NetSuite42%
11 of 26 labels negative · 6 of 14 models · 3 hard negative
“Enterprise solutions like NetSuite ($25K-$250K) ... are likely overkill for budget-conscious companies” Kimi K2, 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
76 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. 832 links across 165 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 · RightRev33 answers · 49 citations · 12 models
32 answers · 33 citations · 10 models
vendor site · LedgerUp30 answers · 44 citations · 12 models
25 answers · 25 citations · 11 models
vendor site · GetApp22 answers · 30 citations · 9 models
vendor site · Zenskar22 answers · 23 citations · 10 models
vendor site · Capterra20 answers · 20 citations · 11 models
vendor site · Capterra18 answers · 20 citations · 8 models
vendor site · Zuora16 answers · 22 citations · 9 models
vendor site · Younium16 answers · 16 citations · 7 models
vendor site · HubiFi15 answers · 34 citations · 10 models
15 answers · 15 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
32 answers · 10 models
22 answers · 10 models
19 answers · 10 models
18 answers · 8 models
18 answers · 9 models
18 answers · 9 models
17 answers · 10 models
15 answers · 11 models
15 answers · 7 models
13 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best revenue recognition software”, “revenue recognition software”, “revenue recognition tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Sage parent site Sage Intacct Revenue Recognition 25%, Sage Intacct Contracts Revenue Management 2% | 26% | 107 | 246,000 | 90,599 | ||||
| Maxio maxio.com | 19% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| Stripe parent site Stripe Revenue Recognition 13% | 13% | 56 | 823,000 | 102,741 | ||||
| RightRev rightrev.com | 6% | 86 | 880 | 3 | 2,101 | 5 | ||
| Chargebee RevRec chargebee.com | 4% | 105 | 30 | 0 | 69,891 | $1,889 | 82 | 1 |
| Flowrev flowrev.com | 4% | 9 | 40 | 3 | 16 | 2 | ||
| Finlens finlens.app | 4% | 12 | 90 | 7 | 6,601 | |||
| Zuora Revenue zuora.com | 2% | 127 | 170 | 3 | 24,950 | 6 | 8 | |
| LedgerUp ledgerup.ai | 2% | 23 | 260 | 0 | 638 | |||
| ChargeOver chargeover.com | 2% | 23 |
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 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 4.5MaxioSage Intacct Revenue RecognitionChangedMaxioFlowrev, Zoho Billingno first choiceagainst: Excel
Three alternatives
NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zuora RevenueTwo alternatives
Chargebee RevRec, MaxioFive alternatives
NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Stripe Revenue Recognition, Zenskar, Zuora RevenueTwo alternatives
QuickBooks Online, Stripe Revenue RecognitionGPT-5.4 miniSage Intacct Revenue RecognitionSage Intacct Revenue RecognitionHeldZuora RevenueChargeOveragainst: Chargebee RevRec, Tabsno first choiceagainst: Stripe
Two alternatives
Oracle NetSuite, Salesforce Revenue CloudThree alternatives
Oracle Fusion Cloud Revenue Management, Oracle NetSuite, SAP Revenue Accounting and ReportingFour alternatives
NetSuite Advanced Revenue Management, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementOne alternative
Stax BillGemini 3.5 FlashSage Intacct Revenue Recognitionagainst: Zuora RevenueZone & CoChangedZuora RevenueStripe Revenue Recognitionagainst: NetSuite Advanced Revenue Management, Sage Intacct Contracts, Zuora Revenueno first choiceagainst: Chargebee RevRec, Excel, Google Sheets, QuickBooks Online, Recurly, Salesforce, Stripe, Wave, Xero
Eight alternatives
Cadel, Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRev, Tabs, Trullion, ZenskarFive alternatives
Maxio, NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue Recognition, TrullionFive alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRev, Stripe Revenue RecognitionFour alternatives
Chargebee RevRec, Maxio, QuickBooks Online, TrueRevPerplexity SonarMaxioagainst: NetSuite Advanced Revenue ManagementRightRevChangedZuora Revenueagainst: FloQast, Numeric, Stripe Revenue RecognitionPuzzleagainst: Maxio, Oracle NetSuite, Zuora Revenueno first choiceagainst: QuickBooks Online, Zoho Books
Three alternatives
RightRev, Sage Intacct Contracts, Zuora RevenueFour alternatives
LedgerUp, Maxio, NetSuite Advanced Revenue Management, YouniumEight alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, RightRev, SAP Revenue Accounting and Reporting, Sage Intacct Revenue Recognition, Workday Revenue ManagementThree alternatives
Flowrev, ScaleXP, Zoho BooksGrok 4.20Sage Intacct Revenue Recognitionagainst: Oracle, Oracle NetSuite, SAP Revenue Accounting and ReportingRightRevChangedZuora Revenueagainst: Chargebee RevRecStripe Revenue Recognitionagainst: Chargebee RevRec, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: Chargebee RevRec, Dubsado, Oracle, Oracle NetSuite, Recurly, SAP Revenue Accounting and Reporting, Salesforce Sales Cloud, Spreadsheets, Zoho
Two alternatives
Chargebee RevRec, MaxioFour alternatives
HubiFi, LedgerUp, NetSuite Advanced Revenue Management, YouniumThree alternatives
Maxio, Oracle NetSuite, Sage Intacct Contracts Revenue ManagementThree alternatives
Flowrev, Pipedrive, QuickBooks OnlineMistral SmallChargebee RevRec, Sage Intacct Revenue RecognitionMaxioChangedZuora RevenueMaxio, QuickBooks Onlineno first choiceagainst: Oracle Fusion Cloud Revenue Management, Oracle NetSuite, QuickBooks Online, SAP Revenue Accounting and Reporting, Xero, Zuora Revenue
Two alternatives
RightRev, TrullionThree alternatives
LedgerUp, RightRev, Sage Intacct Revenue RecognitionFour alternatives
Certinia Revenue Management, HubiFi, Oracle NetSuite, Sage Intacct Revenue RecognitionTwo alternatives
ChargeOver, Stripe Revenue RecognitionDeepSeek V4 FlashSage Intacct Revenue RecognitionSage Intacct Revenue RecognitionHeldagainst: Zuora RevenueZuora RevenueStripe Revenue Recognitionagainst: Oracle NetSuite, QuickBooks Online, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Spreadsheets
Four alternatives
Chargebee RevRec, Oracle NetSuite, RightRev, Zuora RevenueThree alternatives
LedgerUp, Maxio, NetSuite Advanced Revenue ManagementFive alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Recurly Revenue Recognition, Sage Intacct Revenue RecognitionOne alternative
Zoho Revenue / Zoho BooksLlama 4 MaverickChargebee RevRecMaxioChangedStripe Revenue RecognitionStripe Revenue Recognitionno first choiceagainst: QuickBooks Online, Zoho Books
Two alternatives
Maxio, Sage Intacct Revenue RecognitionFour alternatives
Chargebee RevRec, LedgerUp, RightRev, Sage Intacct Revenue RecognitionFive alternatives
Chargebee RevRec, Oracle NetSuite, RightRev, Sage Intacct Revenue Recognition, Zuora RevenueFour alternatives
Chargebee RevRec, Maxio Grow, Numeric, PuzzleQwen 3.7 FlashZuora Revenueagainst: Oracle NetSuiteDualEntry, RightRevChangedRampart, Xanbeeagainst: SAP Revenue Accounting and ReportingFlowrevagainst: Oracle NetSuite, Sage Intacct Revenue Recognition, Zuora RevenueSubleryagainst: Trintechagainst: Oracle Fusion Cloud Revenue Management, Oracle NetSuite, QuickBooks Online, SAP Revenue Accounting and Reporting, Xero
Three alternatives
Chargebee RevRec, Maxio, Sage Intacct Revenue RecognitionFour alternatives
LedgerUp, Maxio, NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionThree alternatives
BlackLine Revenue Management, Evolution Software, RevvTwo alternatives
ChargeOver, Stripe Revenue RecognitionThree alternatives
Dover, NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionKimi K2Sage Intacct Revenue Recognitionagainst: Oracle NetSuiteMaxioChangedagainst: NetSuite Advanced Revenue Management, Zuora RevenueZuora Revenueagainst: Chargebee RevRec, MaxioScaleXPagainst: Chargebee RevRec, Oracle NetSuiteno first choiceagainst: Oracle NetSuite, QuickBooks Online, Sage, Spreadsheets, Zuora Revenue
Three alternatives
Chargebee RevRec, Maxio, RightRevTwo alternatives
Chargebee RevRec, RightRevSix alternatives
Leapfin, LedgerUp, NetSuite Advanced Revenue Management, RightRev, Sage Intacct Revenue Recognition, ZenskarSix alternatives
Flowrev, OpenBooks, Xero, Zoho Billing, Zoho Books, eRevSix alternatives
Chargebee RevRec, Maxio, Oracle NetSuite, RightRev, Sage Intacct Revenue Recognition, Zuora RevenueGLM 4.7 FlashXNetSuite Revenue Recognition Management, Sage Intacct Contracts Revenue ManagementMaxioChangedno first choiceFinlens, Stripe Revenue Recognitionno first choiceagainst: QuickBooks Desktop
Seven alternatives
Chargebee RevRec, Maxio Grow, Microsoft Dynamics 365 Finance, RightRev, Salesforce Revenue Cloud, Trullion, Zuora RevenueFour alternatives
Chargebee RevRec, LedgerUp, RightRev, Sage Intacct Revenue RecognitionNine alternatives
ChargeOver, Chargebee RevRec, HubiFi, Oracle NetSuite, RightRev, Sage Intacct Revenue Recognition, Salesforce Sales Cloud, ScaleXP, Zuora RevenueThree alternatives
ChargeOver, ERPNext, RuddrMiniMax M2.5Maxio, Sage Intacct Revenue RecognitionMaxioChangedZuora RevenueFinlens, Stripe Revenue Recognitionagainst: Chargebee RevRecno first choiceagainst: Tipaltinothing named
Three alternatives
Chargebee RevRec, Stripe Revenue Recognition, Zuora RevenueOne alternative
Sage Intacct Revenue RecognitionSeven alternatives
Chargebee RevRec, HubiFi, Maxio, Oracle NetSuite, Sage Intacct Revenue Recognition, Trullion, YouniumThree alternatives
Klient PSA, QuickBooks Online, XeroGPT-6 LunaMaxioSage Intacct Revenue RecognitionChangedno first choiceStripe Revenue Recognitionagainst: Maxiono first choicenothing named
Five alternatives
Chargebee RevRec, NetSuite Advanced Revenue Management, Ordway, Sage Intacct Contract Management / Revenue Management, Zuora RevenueTwo alternatives
Maxio, NetSuite Advanced Revenue ManagementEight alternatives
BillingPlatform Revenue Recognition, Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Oracle Fusion Cloud Revenue Management, Sage Intacct Revenue Recognition, Stripe Revenue Recognition, Zuora RevenueOne alternative
ScaleXPMuse Glimmer 30BSage Intacct Revenue RecognitionLedgerUp, Sage Intacct Revenue RecognitionChangedStripe Revenue RecognitionBasic Revenue Reporting, Maxio Growno first choiceagainst: FreshBooks, QuickBooks Online, Xero, Zoho Books
Five alternatives
Chargebee RevRec, LedgerUp, Maxio, Oracle NetSuite, Zuora RevenueTwo alternatives
DualEntry, RightRevEight alternatives
LedgerUp, Maxio Grow, NetSuite Advanced Revenue Management, Oracle NetSuite, Ordway, RightRev, Sage Intacct Revenue Recognition, Zuora RevenueThree alternatives
Chargebee RevRec, QuickBooks Online, XeroBold 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 12:06 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:21 | yes | 3 | 5 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 11:36 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:43 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 10 | 33 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:26 | yes | 7 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:53 | yes | 22 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:13 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 20 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:05 | yes | 18 | 111 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:27 | yes | 5 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:19 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:56 | yes | 10 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:12 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:50 | 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 09:16 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 34 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:43 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:50 | yes | 22 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:32 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:12 | yes | 5 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 15 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:34 | yes | 15 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:17 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:54 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:36 | yes | 12 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:07 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:05 | yes | 6 | 9 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 09:59 | yes | 11 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:46 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 9 | 38 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:29 | yes | 20 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:11 | yes | 20 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:24 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:57 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:01 | yes | 19 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:14 | yes | 24 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:48 | yes | 11 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:48 | yes | 8 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:07 | yes | 13 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:02 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:41 | yes | 2 | 4 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 11:23 | yes | 11 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:14 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 18 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:30 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:41 | yes | 24 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:14 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | yes | 5 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:37 | yes | 15 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 20 | 14 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:55 | yes | 14 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:36 | yes | 11 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:51 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | no | 0 | 6 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 10:33 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:37 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:22 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:57 | yes | 21 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:39 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:35 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:02 | yes | 8 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:28 | no | 0 | 41 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:17 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:04 | yes | 1 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:39 | yes | 13 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:57 | yes | 6 | 6 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 10:48 | yes | 13 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:01 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 14 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:27 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 23 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:58 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:01 | yes | 5 | 15 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:14 | yes | 20 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:35 | yes | 25 | 29 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:58 | yes | 19 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:28 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:32 | yes | 15 | 18 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
Chargebee read as Chargebee RevRec
Chargebee (with RevRec module) read as Chargebee RevRec
Manual Spreadsheets (e.g., Excel-based solutions) read as Spreadsheets
NetSuite read as Oracle NetSuite
NetSuite (ARM) read as Oracle NetSuite
NetSuite (SuiteRevenue / 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
QuickBooks read as QuickBooks Online
QuickBooks Advanced read as QuickBooks Online
SAP read as SAP Revenue Accounting and Reporting
Sage Intacct read as Sage Intacct Revenue Recognition
Workday read as Workday Revenue Management
Zuora read as Zuora Revenue
Unresolved, counted raw
Basic Revenue Reporting
BillingPlatform Revenue Recognition
Bunny Revenue Recognition
Certinia Revenue Management (formerly FinancialForce)
Chalice AI
Evolution Software (Oracle)
Formance Ledger
NetSuite Revenue Recognition Management
OpenBooks
Rampart
RevenueBooks
Revv
Sage Intacct Contract Management / Revenue Management
Salesforce Sales Cloud
Sublery
Workday RevRec
Xanbee
Zoho Revenue / Zoho Books
eRev
Discontinued, still offered
No shut-down product was recommended here.