Index › Finance › Accounting and close › Revenue recognition › Small business · November 2026 Edition
Revenue recognition for small business buyers
Asked as “revenue recognition software”, and as “ASC 606 compliance tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
27%
Contested · QuickBooks Online 13%
27Maxio13QuickBooks Online13Stripe Revenue Recognition47others
27% of first choices, contested.
Since October 2026▲+1Since October 2026: 26% → 27%, +1 point. Inside the 10-point floor: within noise.Maxio held the lead, +1 point on 26%, inside the 10-point 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.This pageMid-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.Standing →
Maxio27%Contested▲+1Since October 2026: 26% → 27%, +1 point. Inside the 10-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Maxio27%9%53accepted challenger▲+1Since October 2026: 26% → 27%, +1 point. Inside the 10-point floor: within noise.26% → 27%
Maxio27%9%53accepted challenger▲+1Since October 2026: 26% → 27%, +1 point. Inside the 10-point floor: within noise.26% → 27%02
Stripe Revenue Recognition13%6%36accepted challenger▲+3Since October 2026: 10% → 13%, +3 points. Inside the 10-point floor: within noise.10% → 13%
Stripe Revenue Recognition13%6%36accepted challenger▲+3Since October 2026: 10% → 13%, +3 points. Inside the 10-point floor: within noise.10% → 13%03
QuickBooks Online13%38%42criticized challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 10-point floor: within noise.14% → 13%
QuickBooks Online13%38%42criticized challenger▼−1Since October 2026: 14% → 13%, −1 point. Inside the 10-point floor: within noise.14% → 13%04
Chargebee RevRec7%12%52accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 10-point floor: within noise.7% → 7%
Chargebee RevRec7%12%52accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 10-point floor: within noise.7% → 7%05
Puzzle7%0%15accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise.2% → 7%
Puzzle7%0%15accepted challenger▲+5Since October 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise.2% → 7%06
ChargeOver5%8%13accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%
ChargeOver5%8%13accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%07
Xero2%48%21criticized challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 10-point floor: within noise.10% → 2%
Xero2%48%21criticized challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 10-point floor: within noise.10% → 2%08Sage Intacct Revenue Recognition2%55%31criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Sage Intacct Revenue Recognition2%55%31criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
11
Oracle NetSuite0%76%29criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle NetSuite0%76%29criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10Zuora Revenue0%73%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Zuora Revenue0%73%30criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
RightRev0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
RightRev0%42%12criticized 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 small business.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
01Maxio27%
Maxio27%02Stripe Revenue Recognition13%
Stripe Revenue Recognition13%03QuickBooks Online13%
QuickBooks Online13%04Chargebee RevRec7%
Chargebee RevRec7%05Puzzle7%
Puzzle7%06ChargeOver5%
ChargeOver5%07Xero2%
Xero2%08Sage Intacct Revenue Recognition2%
Sage Intacct Revenue Recognition2%09RightRev0%
RightRev0%10Zuora Revenue0%
Zuora Revenue0%11Oracle 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, 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.
Oracle NetSuite76%
22 of 29 labels negative · 10 of 14 models · 7 hard negative
“Enterprise-Level or Heavy ERP Systems (e.g., Oracle NetSuite, SAP) - Why avoid or be cautious?” Grok 4.20, negative prompt
QuickBooks Online38%
16 of 42 labels negative · 10 of 14 models
“Out-of-the-box QuickBooks Online (Simple Start / Plus) ... their native capability to handle deferred revenue schedules ... is minimal or non-existent” Gemini 3.5 Flash, negative prompt
Zuora Revenue73%
22 of 30 labels negative · 8 of 14 models · 8 hard negative
“Specialized High-End Revenue Recognition Platforms (e.g., RightRev, Zuora RevPro...) - Why avoid or be cautious?” Grok 4.20, negative prompt
Xero48%
10 of 21 labels negative · 8 of 14 models
“Basic Accounting Software Without Native Advanced Features (e.g., QuickBooks Online, Xero) - Why caution? Lacks built-in ASC 606 compliance” Muse Glimmer 30B, negative 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
74 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. 825 links across 139 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.
34 answers · 34 citations · 10 models
vendor site · GetApp31 answers · 48 citations · 10 models
27 answers · 32 citations · 11 models
vendor site · Zenskar27 answers · 29 citations · 11 models
vendor site · RightRev26 answers · 44 citations · 10 models
vendor site · Capterra24 answers · 37 citations · 10 models
23 answers · 23 citations · 10 models
publisher (Gane)21 answers · 21 citations · 8 models
vendor site · Capterra19 answers · 20 citations · 7 models
vendor site · HubiFi18 answers · 33 citations · 11 models
vendor site · Puzzle16 answers · 18 citations · 8 models
vendor site · Pipedrive15 answers · 15 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.
34 answers · 10 models
27 answers · 11 models
25 answers · 11 models
23 answers · 10 models
22 answers · 9 models
21 answers · 8 models
20 answers · 9 models
19 answers · 7 models
18 answers · 9 models
15 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 | 27% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| Stripe parent site Stripe Revenue Recognition 13% | 13% | 56 | 823,000 | 102,741 | ||||
| QuickBooks quickbooks.ninja QuickBooks Online 13% | 13% | 692 | 1,000,000 | 54,681 | 253 company | |||
| RevLock chargebee.com Chargebee RevRec 7%, RevLock 2% | 9% | 105 | 30 | 0 | 69,891 | $1,889 | 82 | 1 |
| Puzzle puzzle.io | 7% | 43 | 368,000 | 269,497 | 6,484 | $231 | 30 | |
| ChargeOver chargeover.com | 5% | 23 | ||||||
| Maxio Grow | 4% | |||||||
| Finlens finlens.app | 2% | 12 | 90 | 7 | 6,601 | |||
| Pipedrive pipedrive.com | 2% | 15 | 49,500 | 598 | 418,149 | $55 | 97 | 3 |
| TrueRev truerev.com | 2% | 6 | 50 | 0 | 452 | 0 | 6 |
Google's top ten for the three searches hold 18 sites; 2 of them are among the sites the models cited here (hubifi.com, pipedrive.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 small B2B company?”Paraphrase“Which ASC 606 compliance tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top revenue recognition tools for a small team and how do they differ?”Budget-constrained“What is the best revenue recognition software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a revenue recognition software. What should we look at?”Negative“Which revenue recognition tools should a small business avoid or be cautious about?”
Claude Haiku 4.5Pipedrive, QuickBooks OnlineSage Intacct Revenue RecognitionChangedMaxioWave Accountingno first choiceagainst: Excel, Maxio, Oracle NetSuite
Two alternatives
Maxio, Stripe Revenue RecognitionTwo alternatives
Maxio, YouniumSeven alternatives
Chargebee RevRec, FreshBooks, Pipedrive, Stripe's native Revenue Recognition, Wave Accounting, Xero, ZenskarThree alternatives
FreshBooks, Pipedrive, Stripe Revenue RecognitionGPT-5.4 miniChargebee RevRecMaxio, RevLockChangedagainst: ChargeOverChargebee RevRecagainst: Oracle NetSuite, Zuora RevenueZoho Booksagainst: Chargebee RevRec, Oracle NetSuite, Sage Intacct Revenue Recognitionno first choicenothing named
Three alternatives
Sage Intacct Revenue Recognition, Subscript, ZenskarOne alternative
Chargebee RevRecThree alternatives
Maxio, Sage Intacct Revenue Recognition, Stripe Revenue RecognitionOne alternative
SubscriptGemini 3.5 FlashMaxioagainst: NetSuite Advanced Revenue Management, Zuora RevenueMaxioHeldStripe Revenue Recognitionagainst: NetSuite RevRec, Workday Revenue Management, Zuora RevenueStripe Revenue Recognitionagainst: Maxio, NetSuite Advanced Revenue Management, RightRev, Zuora RevenueMaxioagainst: Oracle NetSuite, SAP Revenue Accounting and Reporting, Zuora Revenueagainst: Excel, Google Sheets, Oracle Fusion Cloud Revenue Management, PayPal Invoicing, QuickBooks Online, SAP Revenue Accounting and Reporting, Stripe Billing, Wave, Xero, Zuora Revenue
Four alternatives
Chargebee RevRec, Ordway, Stripe Revenue Recognition, SubscriptFour alternatives
Chargebee RevRec, Sage Intacct Revenue Recognition, TrueRev, TrullionFive alternatives
Chargebee RevRec, Maxio, ScaleXP, TrueRev, ZenskarFour alternatives
Chargebee RevRec, Paddle, QuickBooks Online, SynderSix alternatives
Leapfin, MonetizeNow, Ordway, RightRev, Sage Intacct Revenue Recognition, SubskribePerplexity SonarMaxioagainst: Oracle NetSuite, Sage Intacct Revenue Recognition, Stripe Revenue RecognitionMaxioHeldMaxioagainst: NetSuite Advanced Revenue Management, Zuora RevenuePuzzleagainst: Maxio, Oracle NetSuite, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: Excel, Oracle Fusion Cloud Revenue Management, Oracle NetSuite, QuickBooks Online, SAP Revenue Accounting and Reporting, Xero, Zuora Revenue
Three alternatives
ScaleXP, TrueRev, ZenskarFour alternatives
Puzzle, QuickBooks Online plus an ASC 606 add-on, Stripe Revenue Recognition, YouniumFive alternatives
Chargebee RevRec, QuickBooks Online, Stripe Revenue Recognition, Xero, ZenskarFour alternatives
QuickBooks Online, ScaleXP, Stripe Revenue Recognition, XeroGrok 4.20Maxioagainst: NetSuite Advanced Revenue Management, QuickBooks Online with Add-ons, Sage Intacct Revenue Recognition, Zuora RevenueStripe Revenue RecognitionChangedagainst: NetSuite Advanced Revenue Management, QuickBooks Online, Zuora RevenueQuickBooks Online, Stripe Revenue Recognitionagainst: Oracle NetSuite, Sage Intacct Revenue Recognition, Xero, Zuora RevenueQuickBooks Onlineagainst: Chargebee RevRec, Oracle NetSuite, RightRev, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: Excel/Google Sheets, Oracle NetSuite, QuickBooks Online, RightRev, SAP Revenue Accounting and Reporting, Xero, Zuora Revenue
Two alternatives
Accounting Seed, Chargebee RevRecTwo alternatives
Chargebee RevRec, MaxioThree alternatives
Accounting Seed, Chargebee RevRec, MaxioTwo alternatives
Flowrev, XeroMistral SmallMaxio, Puzzleagainst: Zuora RevenuePuzzleChangedMaxio, Stripe Revenue Recognitionagainst: Chargebee RevRec, RightRevMaxio, QuickBooks Onlineno first choiceagainst: Zuora Revenueagainst: QuickBooks Online, Spreadsheets, Xero, Zoho Books
Two alternatives
ChargeOver, QuickBooks OnlineThree alternatives
Finlens, Maxio, Sage Intacct Revenue RecognitionTwo alternatives
QuickBooks Online, XeroTwo alternatives
Chargebee RevRec, PuzzleDeepSeek V4 FlashMaxioagainst: Sage Intacct Revenue Recognition, Stripe Revenue Recognition, Workday Revenue Management, Zuora RevenueMaxioHeldagainst: Oracle NetSuite, Zuora RevenuePuzzle, Stripe Revenue Recognitionagainst: QuickBooks Online, Sage Intacct Revenue RecognitionPuzzleagainst: QuickBooks OnlineMaxioagainst: NetSuite Advanced Revenue Management, Oracle NetSuite, Zuora Revenueagainst: Chargebee RevRec, Oracle NetSuite, QuickBooks Online, Spreadsheets, Xero
Two alternatives
Chargebee RevRec, QuickBooks OnlineThree alternatives
Finlens, HubiFi, Sage Intacct Revenue RecognitionOne alternative
Chargebee RevRecThree alternatives
Chargebee RevRec, Ruddr, XeroThree alternatives
ChargeOver, Chargebee RevRec, Sage Intacct Revenue RecognitionLlama 4 MaverickChargebee RevRecMaxioChangedChargebee RevRecStripe Revenue Recognitionno first choicenothing named
Three alternatives
Maxio, Oracle NetSuite, Zuora RevenueTwo alternatives
Chargebee RevRec, QuickBooks OnlineThree alternatives
QuickBooks Online, Stripe Revenue Recognition, XeroTwo alternatives
Accounting Seed, FlowrevQwen 3.7 FlashChargebee RevRecagainst: PipedriveStripe Revenue Recognition, TrueRevChangedChargeOver, MaxioChargeOveragainst: Oracle NetSuite, Zuora RevenueAltia, Revenue.io, Revioagainst: Oracle, SAP Revenue Accounting and Reportingagainst: Excel/Google Sheets, Oracle, Oracle NetSuite, SAP Revenue Accounting and Reporting
Two alternatives
QuickBooks Online, ZenskarTwo alternatives
Maxio, RightRevThree alternatives
Ordway, Togit, Zuora RevenueThree alternatives
Maxio, QuickBooks Online, XeroKimi K2QuickBooks Onlineagainst: Oracle NetSuite, Sage Intacct Revenue RecognitionFinlensChangedStripe Revenue Recognitionagainst: RightRev, Sage Intacct Revenue RecognitionQuickBooks Online, Xeroagainst: Chargebee RevRec, Maxio, Oracle NetSuite, Sage Intacct Revenue RecognitionChargebee RevRecagainst: Oracle, Sage Intacct Revenue Recognition, Workday Revenue Managementagainst: Oracle NetSuite, QuickBooks Online, Sage Intacct Revenue Recognition
Three alternatives
ChargeOver, Chargebee RevRec, MaxioThree alternatives
Chargebee RevRec, Maxio, Stripe Revenue RecognitionThree alternatives
Chargebee RevRec, Maxio, ScaleXPThree alternatives
Pipedrive, Wave, Zoho BooksFour alternatives
FloQast, Maxio, Ordway, Zuora RevenueGLM 4.7 FlashXChargeOveragainst: Sage Intacct Contracts Revenue ManagementMaxio GrowChangedStripe Revenue RecognitionRuddragainst: Book of Revenue, ERPClawno first choiceagainst: Excel, Google Sheets, NetSuite Advanced Revenue Management, Oracle ERP with revenue recognition add-ons, QuickBooks Online, SAP Concur, Xero, Zoho Books
Two alternatives
Ruddr, Stripe Revenue RecognitionFour alternatives
Chargebee RevRec, RightRev, Sage Intacct Revenue Recognition, Zuora RevenueFour alternatives
Chargebee RevRec, Maxio, RightRev, ScaleXPTwo alternatives
ChargeOver, QuickBooks OnlineMiniMax M2.5ChargeOver, Zoho RevenueMaxioChangedagainst: QuickBooks OnlineStripe Revenue RecognitionQuickBooks Onlineno first choiceagainst: Oracle NetSuite, QuickBooks Online, Sage Intacct Revenue Recognition, Xero
One alternative
Chargebee RevRecTwo alternatives
Chargebee RevRec, Stripe Revenue RecognitionFour alternatives
ChargeOver, Chargebee RevRec, Maxio, QuickBooks OnlineThree alternatives
ChargeOver, Chargebee RevRec, PipedriveGPT-6 LunaStripe Revenue RecognitionQuickBooks OnlineChangedStripe Revenue RecognitionStripe Revenue Recognitionagainst: QuickBooks Onlineno first choiceagainst: QuickBooks Online, Stripe
Two alternatives
Chargebee RevRec, MaxioOne alternative
Zoho BooksThree alternatives
Chargebee RevRec, Maxio, QuickBooks OnlineOne alternative
ScaleXPMuse Glimmer 30BMaxio GrowMaxioChangedagainst: QuickBooks Online, XeroMaxio GrowStripe Revenue Recognitionagainst: Oracle NetSuite, Sage Intacct Revenue Recognition, Zuora Revenueno first choiceagainst: Oracle NetSuite, Sage Intacct Revenue Recognitionagainst: Campfire, Chargebee RevRec, Maxio, Oracle, Oracle NetSuite, QuickBooks Online, Rillet, Sage Intacct Revenue Recognition, Workday Revenue Management, Xero, Zoho Books
Four alternatives
Chargebee RevRec, QuickBooks Online, Sage Intacct Revenue Recognition, Stripe Revenue RecognitionThree alternatives
Chargebee RevRec, Puzzle, Stripe Revenue RecognitionThree alternatives
Accounting Seed, Chargebee RevRec, Stripe Revenue RecognitionFour alternatives
Finlens, Flowrev, Maxio, PuzzleBold 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 10:08 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | yes | 4 | 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 11:21 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:49 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 11 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:59 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:14 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:39 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:24 | yes | 5 | 53 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:19 | yes | 19 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 13 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:46 | yes | 8 | 45 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:06 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:45 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:44 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 3 | 4 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 11:44 | yes | 10 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:48 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 12 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 25 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:08 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:59 | yes | 14 | 97 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:16 | yes | 15 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:32 | yes | 12 | 92 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:55 | yes | 5 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:12 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:25 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:57 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:56 | yes | 5 | 6 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 08:49 | yes | 11 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:54 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 7 | 34 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:37 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:51 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:12 | yes | 5 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:24 | yes | 20 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 19 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:43 | yes | 14 | 41 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:05 | yes | 4 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:53 | yes | 21 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:02 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:29 | 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 10:29 | no | 0 | 15 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 18 | 56 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:40 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:30 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:24 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:29 | yes | 5 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:17 | yes | 19 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 22 | 84 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:09 | yes | 5 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:18 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:55 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:26 | no | 0 | 7 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 09:03 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:15 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 7 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:25 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 20 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:55 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:41 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:30 | yes | 15 | 46 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 14 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:43 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:59 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:15 | yes | 13 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:34 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:53 | no | 0 | 3 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 08:39 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:05 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 15 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:00 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:23 | yes | 24 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:02 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:01 | yes | 10 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:58 | yes | 24 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:59 | yes | 23 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:25 | yes | 15 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:30 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:42 | yes | 13 | 21 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
Chargebee read as Chargebee RevRec
Chargebee (with Chargebee RevRec) read as Chargebee RevRec
Chargebee (with RevRec add-on) read as Chargebee RevRec
Chargebee (with RevRec module) read as Chargebee RevRec
NetSuite read as Oracle NetSuite
NetSuite (Advanced Revenue Management - ARM) read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
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
Sage Intacct (with Contracts Revenue Management) read as Sage Intacct Revenue Recognition
Sage Intacct (with Revenue Management module) read as Sage Intacct Revenue Recognition
Sage Intacct (with native RevRec) read as Sage Intacct Revenue Recognition
Workday read as Workday Revenue Management
Zuora read as Zuora Revenue
Unresolved, counted raw
Altia
Book of Revenue
Bunny Advanced Billing
ERPClaw
MonetizeNow
NetSuite RevRec
Oracle ERP with revenue recognition add-ons
QuickBooks Online plus an ASC 606 add-on
Recurly Revenue
RevLock
Revenue.io
Revio
Stripe's native Revenue Recognition
Zoho Revenue
Discontinued, still offered
No shut-down product was recommended here.