Index › Finance › Accounting and close › Revenue recognition › Small business · September 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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
17%
Contested · QuickBooks Online 10%
17Maxio10QuickBooks Online08Finlens65others
17% 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 five 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
Sage Intacct Revenue Recognition vs MaxioSage Intacct Revenue Recognition vs LedgerUpSage Intacct Revenue Recognition vs QuickBooks Online
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 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% negative30%
Key
01Maxio17%
Maxio17%02QuickBooks Online10%
QuickBooks Online10%03Pipedrive8%
Pipedrive8%04Flowrev8%
Flowrev8%05TrueRev8%
TrueRev8%06Chargebee RevRec6%
Chargebee RevRec6%07Stripe Revenue Recognition4%
Stripe Revenue Recognition4%08Xero4%
Xero4%09RightRev0%
RightRev0%10Sage Intacct Revenue Recognition0%
Sage Intacct Revenue Recognition0%11NetSuite Advanced Revenue Management0%
NetSuite Advanced Revenue Management0%12Oracle NetSuite0%
Oracle NetSuite0%13Zuora Revenue0%
Zuora Revenue0%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, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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 Online42%
18 of 43 labels negative · 11 of 12 models · 3 hard negative
“neither offers revenue recognition as a built-in feature, so SMBs often end up relying on workarounds that can be more complicated than a spreadsheet” Perplexity Sonar, negative prompt
Xero52%
11 of 21 labels negative · 8 of 12 models · 1 hard negative
“Neither QuickBooks Online nor Xero has native ASC 606 compliance.” Kimi K2, paraphrase prompt
Oracle NetSuite85%
11 of 13 labels negative · 6 of 12 models · 7 hard negative
“What to Avoid on a Tight Budget ... NetSuite | Base pricing ~$999+/month before add-ons” Kimi K2, budget prompt
Zuora Revenue78%
14 of 18 labels negative · 6 of 12 models · 7 hard negative
“Zuora – Built for enterprise-level billing engines. Overkill and incredibly expensive for a small firm.” DeepSeek V4 Flash, paraphrase prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 986 links across 157 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Pipedrive45 answers · 51 citations · 11 models
vendor site · Zenskar32 answers · 36 citations · 10 models
vendor site · HubiFi31 answers · 53 citations · 11 models
31 answers · 31 citations · 11 models
vendor site · DualEntry30 answers · 30 citations · 11 models
vendor site · LedgerUp29 answers · 44 citations · 11 models
vendor site · GetApp28 answers · 45 citations · 10 models
vendor site · RightRev28 answers · 37 citations · 11 models
vendor site · Worldmetrics25 answers · 28 citations · 9 models
vendor site · Younium24 answers · 29 citations · 10 models
vendor site · Guideflow22 answers · 22 citations · 11 models
vendor site · Chargebee18 answers · 32 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.
45 answers · 11 models
31 answers · 11 models
31 answers · 10 models
29 answers · 11 models
25 answers · 10 models
22 answers · 11 models
22 answers · 10 models
16 answers · 9 models
15 answers · 9 models
14 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 | 17% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | 2 |
| QuickBooks quickbooks.ninja QuickBooks Online 10% | 10% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Pipedrive pipedrive.com | 8% | 15 | 49,500 | 598 | 418,149 | $55 | 97 | 3 |
| Flowrev flowrev.com | 8% | 9 | 40 | 3 | 16 | 2 | ||
| TrueRev truerev.com | 8% | 6 | 50 | 0 | 452 | 0 | 6 | |
| Finlens finlens.app | 8% | 12 | 90 | 7 | 6,601 | |||
| Chargebee RevRec chargebee.com | 6% | 105 | 30 | 0 | 69,891 | $1,889 | 82 | 1 |
| Younium younium.com | 6% | 19 | 110 | 0 | 1,700 | 11 | 2 | |
| Stripe parent site Stripe Revenue Recognition 4% | 4% | 56 | 823,000 | 102,741 | ||||
| Ordway ordwaylabs.com | 4% | 15 | 22,200 | 683 | 22,195 | $142 | 10 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (chargebee.com, 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 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 4.5TrueRevYouniumChangedQuickBooks Online, XeroQuickBooks Online, Xerono first choiceagainst: Chargebee RevRec, QuickBooks Online
Three alternatives
LedgerUp, Maxio, PipedriveOne alternative
TabsFour alternatives
Chargebee RevenueStory, LedgerUp, Maxio, Sage Intacct Revenue RecognitionTwo alternatives
Chargebee RevRec, OrdwayGPT-5.4 miniMaxioagainst: Sage Intacct Revenue RecognitionChargebee RevRecChangedMaxioagainst: ChargeOver, Stripe BillingChargeOveragainst: Chargebee RevRec, Sage Intacct Revenue Recognitionno first choicenothing named
Three alternatives
Chargebee RevRec, Stripe Revenue Recognition, TabsThree alternatives
RightRev, Sage Intacct Revenue Recognition, Stripe Revenue RecognitionTwo alternatives
Chargebee RevRec, Sage Intacct Revenue RecognitionThree alternatives
DualEntry, Measure, QuickBooks OnlineGemini 3.5 FlashPuzzleagainst: Oracle NetSuite, QuickBooks Online, Sage Intacct Revenue Recognition, XeroTrueRevChangedagainst: NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zuora RevenuePuzzleagainst: Maxio, Oracle NetSuite, QuickBooks Online, Xero, Zuora RevenueStripe Revenue Recognitionagainst: Maxio, Oracle NetSuite, RightRev, Sage Intacct Revenue Recognition, Zuora RevenueFinlensagainst: Maxio, NetSuite Advanced Revenue Management, QuickBooks Online, Sage Intacct Revenue Recognition, Zuora Revenueagainst: Chargebee RevRec, Excel, Google Sheets, Maxio, NetSuite Advanced Revenue Management, PayPal, SAP S/4HANA, Stripe Billing, Workday Revenue Management, Zuora Revenue
Three alternatives
Maxio, TrueRev, YouniumThree alternatives
Maxio, Puzzle, RightRevThree alternatives
Chargebee RevRec, Stripe Revenue Recognition, TrueRevThree alternatives
QuickBooks Online, Synder RevRec, TrueRevFour alternatives
Flowrev, Puzzle, Stripe Revenue Recognition, TrueRevPerplexity SonarMaxio, Pipedriveagainst: YouniumChargebee RevRecChangedQuickBooks Online, Zoho BillingPipedriveno first choiceagainst: NetSuite Advanced Revenue Management, Oracle Fusion Cloud ERP, QuickBooks Online, SAP Revenue Accounting and Reporting, Spreadsheets, Workday Revenue Management, Xero
Four alternatives
NetSuite Advanced Revenue Management, Sage Revenue Recognition, Stripe Revenue Recognition, Synder RevRecTwo alternatives
LedgerUp, QuickBooks OnlineFive alternatives
Chargebee RevRec, Maxio, Pipedrive, ScaleXP, ZenskarThree alternatives
Puzzle, Sage, TrueRevGrok 4.20Pipedriveagainst: Maxio, Oracle NetSuite, Zuora RevenueFinlens, HubiFiChangedagainst: Chargebee RevRec, LedgerUp, Maxio, NetSuite Advanced Revenue Management, Zuora RevenueQuickBooks Onlineagainst: Chargebee RevRec, Pipedrive, XeroFlowrevagainst: Maxio, Oracle NetSuite, Pipedriveno first choiceagainst: Chargebee RevRec, NetSuite Advanced Revenue Management, Oracle, QuickBooks Online, SAP Revenue Accounting and Reporting, Spreadsheets, Workday Revenue Management
Two alternatives
Ordway, Stripe Revenue RecognitionTwo alternatives
RevRec, Stripe BillingTwo alternatives
Chargebee RevenueStory, Zoho BillingMistral SmallLedgerUp, MaxioMaxioChangedTrullionQuickBooks Online, Xerono first choiceagainst: BlackLine Revenue Management, Chargebee RevRec, NetSuite Advanced Revenue Management, QuickBooks Online, Sage Intacct Revenue Recognition, Zoho Books, Zuora Revenuenothing named
Three alternatives
Oracle NetSuite, Pipedrive, TrullionTwo alternatives
LedgerUp, YouniumFour alternatives
DualEntry, Pipedrive, QuickBooks Online, RuddrTwo alternatives
Flowrev, PipedriveDeepSeek V4 FlashMaxioagainst: NetSuite Advanced Revenue ManagementMaxio, QuickBooks OnlineChangedagainst: NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zuora RevenueQuickBooks Onlineagainst: Maxio, Oracle NetSuite, Trullion, Zuora RevenueStripe Revenue Recognition, Zoho Booksagainst: Chargebee RevRec, Maxio, Oracle NetSuite, QuickBooks Online, Xero, Zuora Revenueno first choiceagainst: Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, QuickBooks Online, RightRev, SAP Revenue Accounting and Reporting, Tabs, Workday Revenue Management, Xero, Zuora Revenue
Three alternatives
QuickBooks Online, Sage Intacct Revenue Recognition, XeroThree alternatives
DualEntry, Ordway, RightRevThree alternatives
Flowrev, TrueRev, ZenskarOne alternative
AlgunaLlama 4 Maverickno first choiceno first choiceHeldno first choiceFlowrev, Ordway, Pipedriveno first choiceagainst: QuickBooks Online, Xero
Two alternatives
QuickBooks Online, XeroQwen 3.7 FlashChargeOver, Spring LaneQuickBooks OnlineChangedZenskarFlowrevagainst: Spreadsheetsno first choiceagainst: BlackLine Revenue Management, OneStream, Oracle, SAP Revenue Accounting and Reporting, Trullionagainst: Excel, Google Sheets, HubSpot, Infor, Microsoft Dynamics GP, Oracle NetSuite, PayPal, QuickBooks Online, Sage, Salesforce, Square, Stripe, Wise Business, Zoho CRM
Two alternatives
Causal, Chargebee RevRecFive alternatives
Chargebee RevRec, HubiFi, Recurly, RightRev, XeroFour alternatives
ChargeOver, DualEntry, QuickBooks Online, TrullionTwo alternatives
Alguna, Stripe Revenue RecognitionKimi K2TrueRevagainst: Maxio, Oracle NetSuiteFinlensChangedagainst: Maxio, QuickBooks Online, XeroStripe Revenue RecognitionQuickBooks Onlineagainst: Oracle NetSuite, Sage Intacct Revenue Recognitionno first choiceagainst: NetSuite Advanced Revenue Management, QuickBooks Online, Salesforce Revenue Cloud, Spreadsheets, Stripe Revenue Recognition, Zuora Revenue
Three alternatives
Flowrev, QuickBooks Online, Stripe Revenue RecognitionTwo alternatives
Chargebee RevRec, Synder RevRecFour alternatives
Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRevThree alternatives
Chargebee RevRec, Flowrev, RuddrGLM 4.7 FlashXYouniumagainst: MaxioMaxio, OrdwayChangedagainst: ExcelChargebee RevRec, Ruddragainst: QuickBooks OnlineFlowrevagainst: Xerono first choiceagainst: Excel, Google Sheets, Oracle, QuickBooks Online, SAP Revenue Accounting and Reporting, Stripe Revenue Recognition, Xero, Zuora Revenue
Two alternatives
Chargebee RevRec, QuickBooks OnlineSeven alternatives
BillingPlatform, Chargebee RevRec, DualEntry, QuickBooks Online, RightRev, Sage Intacct Revenue Recognition, Stripe Revenue RecognitionOne alternative
TrullionTwo alternatives
Chargebee RevRec, QuickBooks OnlineMiniMax M2.5TrueRev, YouniumFinlens, MaxioChangedMaxio, Puzzleagainst: Oracle NetSuite, Zoho BooksChargebee RevRecagainst: QuickBooks Onlineno first choiceagainst: QuickBooks Onlineagainst: Excel, Google Sheets, QuickBooks Online, Xero
Four alternatives
Maxio, Pipedrive, QuickBooks Online, ZenskarTwo alternatives
Sage Intacct Revenue Recognition, Stripe Revenue RecognitionFive alternatives
Chargebee RevRec, QuickBooks Online, RightRev, Trullion, ZenskarOne alternative
FlowrevBold 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.
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 | 2026-09-17 20:42 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:08 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 19 | 55 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:53 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:30 | yes | 36 | 22 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:31 | yes | 11 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:00 | yes | 15 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:29 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:59 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:15 | yes | 12 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:09 | yes | 28 | 35 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:56 | yes | 8 | 58 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:48 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:27 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 18 | 45 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:59 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:32 | yes | 26 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:07 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:14 | yes | 25 | 51 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:53 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:06 | yes | 10 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:21 | yes | 14 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:56 | yes | 22 | 147 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:08 | yes | 8 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:53 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:47 | yes | 6 | 19 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:41 | yes | 25 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:38 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:48 | yes | 26 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:52 | yes | 8 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:23 | yes | 23 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:57 | yes | 8 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:28 | yes | 20 | 48 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:31 | yes | 24 | 246 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:07 | yes | 11 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:25 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:53 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:16 | yes | 20 | 167 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:46 | yes | 20 | 8 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:24 | yes | 37 | 48 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:23 | yes | 27 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:19 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:41 | yes | 10 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:35 | yes | 20 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:54 | yes | 21 | 203 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:26 | yes | 14 | 37 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:29 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:57 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:18 | yes | 26 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:01 | yes | 19 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:24 | yes | 11 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:37 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:05 | yes | 13 | 17 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:29 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:58 | yes | 10 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:56 | yes | 14 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:08 | no | 0 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:15 | no | 0 | 52 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:50 | yes | 16 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:10 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:24 | yes | 12 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:46 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:41 | yes | 34 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:35 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:18 | yes | 17 | 19 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:09 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:30 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:09 | yes | 27 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:39 | yes | 28 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:28 | yes | 15 | 60 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
BlackLine read as BlackLine Revenue Management
Chargebee read as Chargebee RevRec
Chargebee Enterprise read as Chargebee RevRec
Intacct (now Sage Intacct) read as Sage Intacct Revenue Recognition
Manual Spreadsheets read as Spreadsheets
NetSuite read as Oracle NetSuite
Netsuite read as Oracle NetSuite
QuickBooks read as QuickBooks Online
QuickBooks (Basic Plans) 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
Workday Financial Management read as Workday Revenue Management
Zuora read as Zuora Revenue
Unresolved, counted raw
Coefficient's ASC 606 Checklist
HubSpot Revenue Hub
Measure
Ordway's Recurring Revenue Schedule
Pivotal
Precursive
RevRecon
Revenue.io
Sage Revenue Recognition
Spring Lane
Zuora RevCapture
Discontinued, still offered
No shut-down product was recommended here.