Revenue recognition for small business buyers
Asked as “revenue recognition software”, and as “ASC 606 compliance tool”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
26%
Contested · QuickBooks Online 14%
26Maxio14QuickBooks Online10Stripe Revenue Recognition50others
26% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Sage Intacct Revenue Recognition vs RightRevSage Intacct Revenue Recognition vs OrdwaySage Intacct Revenue Recognition vs NetSuite Advanced Revenue ManagementSage Intacct Revenue Recognition vs BillingPlatformMaxio vs LedgerUpMaxio vs QuickBooks OnlineMaxio vs RightRevMaxio vs OrdwayMaxio vs NetSuite Advanced Revenue ManagementMaxio vs BillingPlatformLedgerUp vs QuickBooks OnlineLedgerUp vs RightRevLedgerUp vs OrdwayLedgerUp vs NetSuite Advanced Revenue ManagementLedgerUp vs BillingPlatformQuickBooks Online vs RightRevQuickBooks Online vs OrdwayQuickBooks Online vs NetSuite Advanced Revenue ManagementQuickBooks Online vs BillingPlatformRightRev vs OrdwayRightRev vs NetSuite Advanced Revenue ManagementRightRev vs BillingPlatformOrdway vs NetSuite Advanced Revenue ManagementOrdway vs BillingPlatformNetSuite Advanced Revenue Management vs BillingPlatform
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 →
01
02
03
04
05
06
07
08
09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Maxio26%
Maxio26%02QuickBooks Online14%
QuickBooks Online14%03Stripe Revenue Recognition10%
Stripe Revenue Recognition10%04Xero10%
Xero10%05Chargebee RevRec7%
Chargebee RevRec7%06Flowrev7%
Flowrev7%07TrueRev5%
TrueRev5%08Pipedrive3%
Pipedrive3%09Sage Intacct Revenue Recognition2%
Sage Intacct Revenue Recognition2%10Zenskar2%
Zenskar2%11Oracle NetSuite0%
Oracle NetSuite0%12Zuora Revenue0%
Zuora Revenue0%13NetSuite Advanced Revenue Management0%
NetSuite Advanced Revenue Management0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
QuickBooks Online33%
14 of 42 labels negative · 12 of 12 models
“Basic Accounting Software Without Native Advanced Features (e.g., QuickBooks Online, Xero) - **Why caution?** Lacks built-in ASC 606 compliance” Grok 4.1 Fast, negative prompt
Oracle NetSuite73%
11 of 15 labels negative · 9 of 12 models · 5 hard negative
“Small businesses should avoid or be cautious with the following revenue recognition tools... Enterprise-Level Tools (e.g., Oracle NetSuite, SAP, Oracle Revenue Management)” Grok 4.1 Fast, negative prompt
Zuora Revenue72%
13 of 18 labels negative · 8 of 12 models · 4 hard negative
“**Specialized enterprise revenue-recognition engines** such as **Zuora RevPro/RevCapture** when you do not have complex contract modifications” Perplexity Sonar, negative prompt
Xero29%
7 of 24 labels negative · 7 of 12 models
“standard accounting software like QuickBooks Online or Xero often lacks the native capability to automate ASC 606 requirements” Qwen 3.7 Flash, paraphrase prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1035 links across 155 sites, every framing counted. Ranked by the number of answers carrying the site or page.
50 answers · 50 citations · 12 models
vendor site · Pipedrive43 answers · 49 citations · 12 models
vendor site · Zenskar40 answers · 45 citations · 11 models
vendor site · Synder34 answers · 34 citations · 12 models
vendor site · HubiFi31 answers · 48 citations · 11 models
vendor site · DualEntry28 answers · 30 citations · 11 models
vendor site · Guideflow26 answers · 26 citations · 11 models
vendor site · RightRev24 answers · 30 citations · 12 models
vendor site · LedgerUp23 answers · 39 citations · 12 models
vendor site · GetApp20 answers · 28 citations · 10 models
vendor site · Stripe16 answers · 22 citations · 7 models
16 answers · 16 citations · 10 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.
50 answers · 12 models
43 answers · 12 models
39 answers · 11 models
33 answers · 11 models
26 answers · 11 models
23 answers · 11 models
16 answers · 10 models
14 answers · 6 models
14 answers · 8 models
14 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best revenue recognition software”, “revenue recognition software”, “revenue recognition tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Maxio maxio.com | 26% | 147 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| QuickBooks quickbooks.ninja QuickBooks Online 14% | 14% | 621 | 1,000,000 | 54,681 | 253 company | |||
| Stripe parent site Stripe Revenue Recognition 10% | 10% | 50 | 823,000 | 102,741 | ||||
| Xero xero.com | 10% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Chargebee RevRec chargebee.com Chargebee RevRec 7%, Chargebee RevenueStory 2% | 9% | 62 | 30 | 0 | 69,891 | $1,889 | 82 | 1 |
| Flowrev flowrev.com | 7% | 15 | 40 | 3 | 16 | 2 | ||
| TrueRev truerev.com | 5% | 17 | 50 | 0 | 452 | 0 | 6 | |
| Pipedrive pipedrive.com | 3% | 20 | 49,500 | 598 | 418,149 | $55 | 97 | 3 |
| Ordway ordwaylabs.com | 3% | 13 | 22,200 | 683 | 22,195 | $142 | 10 | |
| Sage parent site Sage Intacct Revenue Recognition 2% | 2% | 77 | 246,000 | 90,599 |
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, stripe.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, TrueRevTrueRevChangedChargebee RevRec, Maxioagainst: Zuora RevenueChargebee RevRecno first choiceagainst: Advanced Revenue Management modules within large ERP systems, QuickBooks Online, Salesforce Revenue Cloud, Spreadsheets
Three alternatives
Chargebee RevRec, Maxio, QuickBooks OnlineTwo alternatives
Sage Intacct Revenue Recognition, YouniumThree alternatives
Alguna, QuickBooks Online, ZenskarTwo alternatives
Pipedrive, QuickBooks OnlineGPT-5.4 miniChargebee RevRecagainst: Salesforce Revenue CloudMaxioChangedStripe Revenue Recognitionagainst: Salesforce, Salesforce Revenue CloudMaxioagainst: Chargebee RevRec, Tabs, Zenskarno first choiceagainst: Intuit, Oracle
Two alternatives
Received, RevLockTwo alternatives
Chargebee RevRec, ReceivedFour alternatives
Accounting Seed, Chargebee RevRec, Maxio, Sage Intacct Revenue RecognitionOne alternative
ChargeOverGemini 3.5 FlashPuzzle, Stripe Revenue Recognitionagainst: NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionMaxioChangedagainst: NetSuite Advanced Revenue Management, Sage Intacct Revenue RecognitionFinlensagainst: Oracle NetSuiteFlowrevagainst: Leapfin, Maxio, RightRevMaxioagainst: NetSuite Advanced Revenue Management, SAP S/4HANAagainst: Excel, Google Sheets, NetSuite Advanced Revenue Management, QuickBooks Online, SAP S/4HANA, Workday Financial Management, Xero
Four alternatives
Flowrev, Maxio, Subscript, TrueRevFour alternatives
Chargebee RevRec, Finlens, Stripe Revenue Recognition, TrueRevFive alternatives
Campfire, Maxio, Puzzle, Rillet, Stripe Revenue RecognitionThree alternatives
QuickBooks Online, Stripe Revenue Recognition, Zoho BooksFive alternatives
Chargebee RevRec, Flowrev, Tabs, TrueRev, ZenskarPerplexity SonarMaxioMaxioHeldMaxio, ScaleXPagainst: NetSuite Advanced Revenue Management, Zuora RevenueQuickBooks Online, Xeroagainst: NetSuite Advanced Revenue Management, Zuora Revenueno first choiceagainst: Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, Spreadsheets, Workday Financial Management, Zuora Revenue
Three alternatives
Pipedrive, QuickBooks Online, XeroOne alternative
Chargebee RevRecThree alternatives
QuickBooks Online, Sage Intacct Revenue Recognition, XeroTwo alternatives
Puzzle, TrueRevGrok 4.1 FastMaxioagainst: Sage Intacct Revenue RecognitionStripe Revenue RecognitionChangedagainst: Oracle NetSuite, Zuora RevenueQuickBooks Online, Xeroagainst: Maxio, Zuora RevenueQuickBooks Onlineagainst: Pipedrive, TrueRev, Waveno first choiceagainst: Excel-based schedules, Oracle NetSuite, Oracle Revenue Management Cloud, QuickBooks Online, SAP Revenue Accounting and Reporting, Xero
Two alternatives
Chargebee RevRec, Stripe Revenue RecognitionThree alternatives
Maxio, Sage Intacct Revenue Recognition, ZenskarThree alternatives
Pipedrive, Sage Intacct Revenue Recognition, Stripe Revenue RecognitionTwo alternatives
Xero, Zoho BooksMistral SmallMaxio, PipedriveMaxioChangedMaxio, ScaleXPagainst: PipedriveFlowrev, QuickBooks Online, Xerono first choiceagainst: Oracle E-Business Suite, Oracle NetSuite, QuickBooks Online, SAP Revenue Accounting and Reporting, Xero, Zoho Billing, Zuora Revenue
Two alternatives
Stripe Revenue Recognition, ZenskarTwo alternatives
RightRev, Sage Intacct Revenue RecognitionTwo alternatives
Pipedrive, ScaleXPDeepSeek V4 FlashSage Intacct Revenue RecognitionChargebee RevRecChangedStripe Revenue RecognitionZoho Booksagainst: Maxio, Oracle NetSuiteno first choiceagainst: NetSuite Advanced Revenue Managementagainst: Generic Spreadsheet-Based "Solutions", NetSuite Advanced Revenue Management, QuickBooks Online, SAP Revenue Accounting and Reporting, Workday Rev Rec, Zuora Revenue
Three alternatives
Maxio, QuickBooks Online, Stripe Revenue RecognitionTwo alternatives
Maxio, Sage Intacct Revenue RecognitionFour alternatives
Chargebee RevRec, Maxio, QuickBooks Online, Sage Intacct Revenue RecognitionTwo alternatives
QuickBooks Online, XeroFour alternatives
Chargebee RevRec, Maxio, RightRev, TabsLlama 4 Maverickno first choiceMaxioChangedno first choiceQuickBooks Online, Xerono first choiceagainst: Oracle NetSuite, QuickBooks Online, Xero
Two alternatives
RightRev, Stripe Revenue RecognitionQwen 3.7 FlashSubleadagainst: Chargebee RevRec, Recurly, Stripe BillingMaxioChangedagainst: QuickBooks Online, XeroStripe Revenue RecognitionStripe Revenue Recognitionagainst: QuickBooks Onlineno first choiceagainst: Oracle, Oracle NetSuite, Stripe Billing, Stripe's own Revenue Recognition tool
Three alternatives
Anaptrix, Fathomone, VividSightsThree alternatives
DualEntry, LedgerUp, TrueRevTwo alternatives
RevRec, Synder RevRecTwo alternatives
Digits, FlowrevKimi K2QuickBooks Onlineagainst: Standard QuickBooks OnlineOrdwayChangedagainst: Oracle NetSuite, Zuora RevenueStripe Revenue Recognitionagainst: QuickBooks Online, XeroXeroagainst: Chargebee RevRec, FreshBooks, Maxio, Sage Intacct Revenue RecognitionMaxio, ScaleXP, Zenskaragainst: Oracle, SAP Revenue Accounting and Reporting, Zuora Revenueagainst: Oracle NetSuite, QuickBooks Online, SAP Revenue Accounting and Reporting
Four alternatives
Chargebee RevRec, Maxio, Sage Intacct Revenue Recognition, Synder RevRecTwo alternatives
Chargebee RevRec, MaxioTwo alternatives
Chargebee RevRec, MaxioThree alternatives
QuickBooks Online, Stripe Revenue Recognition, Zoho BooksGLM 4.7 FlashXMaxioChargebee RevRecChangedagainst: LedgerUp, QuickBooks Online, RightRev, ZenskarStripe Revenue Recognitionagainst: Salesforce Revenue Cloud, Zuora RevenueFlowrev, QuickBooks Online, Xerono first choicenothing named
Three alternatives
Chargebee RevRec, Sage Intacct Revenue Recognition, YouniumOne alternative
ScaleXPThree alternatives
Chargebee RevRec, Younium, Zoho BillingTwo alternatives
Sage Intacct Revenue Recognition, Stripe Revenue RecognitionMiniMax M2.5Chargebee RevenueStory, QuickBooks OnlineLedgerUp, MaxioChangedFinlensQuickBooks Online, Xerono first choiceagainst: Oracle NetSuite, Oracle Revenue Management Cloud, QuickBooks Online, SAP Revenue Accounting and Reporting, Zoho Books
Two alternatives
Maxio, ZenskarOne alternative
YouniumFive alternatives
Chargebee RevRec, Maxio, QuickBooks Online, Recurly, XeroTwo alternatives
Aria Systems, ZenskarBold 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
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:30 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:42 | yes | 25 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:48 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:18 | yes | 22 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:42 | yes | 8 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:29 | yes | 17 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:29 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:38 | yes | 13 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:03 | yes | 15 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:45 | yes | 19 | 38 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:39 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:04 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 15 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:07 | yes | 19 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:39 | yes | 20 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:30 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:01 | yes | 21 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:24 | yes | 16 | 72 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:02 | yes | 18 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:35 | yes | 22 | 73 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:19 | yes | 12 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:40 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:23 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:41 | yes | 21 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:52 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:51 | yes | 21 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:58 | yes | 18 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:47 | yes | 19 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:39 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:51 | yes | 10 | 58 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:29 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 24 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:15 | yes | 19 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:18 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:10 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:14 | yes | 23 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:42 | yes | 19 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:22 | yes | 24 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:11 | yes | 8 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:25 | yes | 23 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:51 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 10 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:51 | yes | 10 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:22 | yes | 21 | 118 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:18 | yes | 5 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:53 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:26 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:18 | yes | 11 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:48 | yes | 38 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:57 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:51 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:08 | yes | 12 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:10 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:22 | yes | 17 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:36 | yes | 8 | 82 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:47 | no | 0 | 7 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:06 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:57 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:58 | yes | 16 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:09 | yes | 17 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:05 | yes | 15 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:11 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:33 | yes | 19 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:49 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:29 | yes | 14 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:50 | yes | 20 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:04 | yes | 20 | 56 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:53 | yes | 9 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Chargebee read as Chargebee RevRec
Chargebee (with RevenueStory) read as Chargebee RevRec
Manual Spreadsheets read as Spreadsheets
NetSuite read as Oracle NetSuite
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 Revenue Recognition module) read as Sage Intacct Revenue Recognition
Workday read as Workday Financial Management
Zuora read as Zuora Revenue
Unresolved, counted raw
Advanced Revenue Management modules within large ERP systems
Anaptrix
Excel-based schedules
Fathomone
Frog Accounting
Generic Spreadsheet-Based "Solutions" (Excel/Google Sheets Workarounds)
Intuit
Module Revenue Recognition
RevLock
Software Advice’s SMB-focused options
Standard QuickBooks Online
Stripe's own Revenue Recognition tool
Sublead
VividSights
Workday Rev Rec
Discontinued, still offered
No shut-down product was recommended here.