Finance AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › 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
Maxio
Contested
17% of first choices, contested.
ShowinginAll 41 categories in the September 2026 Edition →

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 businessMaxio17%ContestedThis pageMid-marketMaxio15%ContestedStanding →EnterpriseZuora Revenue56%Clear leaderStanding →

01The 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
01Maxio17%35%37criticized challenger
02QuickBooks Online10%44%41criticized challenger
03Pipedrive8%11%18accepted challenger
04Flowrev8%0%10accepted challenger
05TrueRev8%0%10accepted challenger
06Stripe Revenue Recognition4%11%18accepted challenger
07Chargebee RevRec4%26%19criticized challenger
08Xero4%52%21criticized challenger
09Chargebee2%31%13criticized challenger
Show the five products at 0%, ordered by negative rate
13Zuora0%90%10criticized challenger
14Oracle NetSuite0%85%13criticized challenger
12NetSuite Advanced Revenue Management0%79%14criticized challenger
11Sage Intacct0%50%18criticized challenger
10RightRev0%13%15accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Maxio vs Sage IntacctMaxio vs LedgerUpSage Intacct vs LedgerUp

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
13
14
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Maxio17%
02QuickBooks Online10%
03Pipedrive8%
04Flowrev8%
05TrueRev8%
06Stripe Revenue Recognition4%
07Chargebee RevRec4%
08Xero4%
09Chargebee2%
10RightRev0%
11Sage Intacct0%
12NetSuite Advanced Revenue Management0%
13Zuora0%
14Oracle NetSuite0%

02What 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 4.1 Fast, 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 Online
44%
18 of 41 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
Xero
52%
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 NetSuite
85%
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
NetSuite Advanced Revenue Management
79%
11 of 14 labels negative · 6 of 12 models · 3 hard negative
“Requires being on NetSuite ERP, which is also mid-market heavy.” DeepSeek V4 Flash, paraphrase prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 866 links across 145 sites, every framing counted. Ranked by the number of answers carrying the site or page.

pipedrive.com
vendor site · Pipedrive40 answers · 46 citations · 10 models
zenskar.com
vendor site · Zenskar32 answers · 36 citations · 10 models
getapp.com
28 answers · 45 citations · 10 models
dualentry.com
vendor site · DualEntry27 answers · 27 citations · 10 models
wise.com
27 answers · 27 citations · 10 models
hubifi.com
vendor site · HubiFi26 answers · 46 citations · 10 models
ledgerup.ai
vendor site · LedgerUp26 answers · 41 citations · 10 models
worldmetrics.org
25 answers · 28 citations · 9 models
rightrev.com
vendor site · RightRev24 answers · 33 citations · 10 models
younium.com
vendor site · Younium22 answers · 27 citations · 9 models
guideflow.com
vendor site · Guideflow21 answers · 21 citations · 10 models
chargebee.com
vendor site · Chargebee16 answers · 29 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.

pipedrive.com/en/blog/best-revenue-recognition-software
40 answers · 10 models
zenskar.com/buyers-guide/revenue-recognition-software
31 answers · 10 models
dualentry.com/blog/best-revenue-recognition-software
27 answers · 10 models
wise.com/us/blog/best-revenue-recognition-software
27 answers · 10 models
ledgerup.ai/resources/7-best-revenue-recognition-software-for-saas-2026
25 answers · 10 models
guideflow.com/blog/revenue-recognition-software
21 answers · 10 models
younium.com/blog/revenue-recognition-software
20 answers · 9 models
worldmetrics.org/best/revenue-recognition-software
16 answers · 9 models
getapp.com/all-software/revenue-recognition
15 answers · 9 models
getapp.com/all-software/revenue-recognition/org/small-business
14 answers · 8 models

04How 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.
ModelDirect“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 4.5TrueRev
Three alternativesLedgerUp, Maxio, Pipedrive
YouniumChanged
One alternativeTabs
QuickBooks Online, Xero
Four alternativesChargebee RevenueStory, LedgerUp, Maxio, Sage Intacct
QuickBooks Online, Xero
Two alternativesChargebee, Ordway
no first choiceagainst: Chargebee, QuickBooks Online
GPT-5.4 miniMaxio
Three alternativesChargebee RevRec, Stripe Revenue Recognition, Tabs
against: Sage IntacctChargebee RevRecChanged
Three alternativesRightRev, Sage Intacct, Stripe Revenue Recognition
Maxio
Two alternativesChargebee RevRec, Sage Intacct
against: ChargeOver, Stripe BillingChargeOver
Three alternativesDualEntry, Measure, QuickBooks Online
against: Chargebee RevRec, Sage Intacctno first choicenothing named
Gemini 3.5 FlashPuzzle
Three alternativesMaxio, TrueRev, Younium
against: Oracle NetSuite, QuickBooks Online, Sage Intacct, XeroTrueRevChanged
Three alternativesMaxio, Puzzle, RightRev
against: NetSuite Advanced Revenue Management, Sage Intacct, Zuora RevenuePuzzle
Three alternativesChargebee RevRec, Stripe Revenue Recognition, TrueRev
against: Maxio, Oracle NetSuite, QuickBooks Online, Xero, ZuoraStripe Revenue Recognition
Three alternativesQuickBooks Online, Synder RevRec, TrueRev
against: Maxio, Oracle NetSuite, RightRev, Sage Intacct, ZuoraFinlens
Four alternativesFlowrev, Puzzle, Stripe Revenue Recognition, TrueRev
against: Maxio, NetSuite Advanced Revenue Management, QuickBooks Online, Sage Intacct, Zuoraagainst: Chargebee, Excel, Google Sheets, Maxio, NetSuite Advanced Revenue Management, PayPal, SAP S/4HANA, Stripe Billing, Workday Financial Management, Zuora Revenue
Perplexity SonarMaxio, Pipedrive
Four alternativesNetSuite Advanced Revenue Management, Sage Revenue Recognition, Stripe Revenue Recognition, Synder RevRec
against: YouniumChargebee RevRecChanged
Two alternativesLedgerUp, QuickBooks Online
QuickBooks Online, Zoho Billing
Five alternativesChargebee, Maxio, Pipedrive, ScaleXP, Zenskar
Pipedrive
Three alternativesPuzzle, Sage, TrueRev
no first choiceagainst: NetSuite Advanced Revenue Management, Oracle Fusion Cloud ERP, QuickBooks Online, SAP Revenue Accounting and Reporting, Spreadsheets/Excel-based processes, Workday Financial Management, Xero
Grok 4.1 FastPipedrive
Two alternativesOrdway, Stripe Revenue Recognition
against: Maxio, Oracle NetSuite, ZuoraFinlens, HubiFiChangedagainst: Chargebee RevRec, LedgerUp, Maxio, NetSuite Advanced Revenue Management, ZuoraQuickBooks Online
One alternativeStripe Billing/RevRec
against: Chargebee RevRec, Pipedrive, XeroFlowrev
Two alternativesChargebee RevenueStory, Zoho Billing
against: Maxio, Oracle NetSuite, Pipedriveno first choiceagainst: Chargebee RevRec, NetSuite Advanced Revenue Management, Oracle, QuickBooks Online, SAP Revenue Accounting and Reporting, Spreadsheets, Workday Financial Management
Mistral SmallLedgerUp, Maxio
Three alternativesOracle NetSuite, Pipedrive, Trullion
MaxioChanged
Two alternativesLedgerUp, Younium
Trullion
Four alternativesDualEntry, Pipedrive, QuickBooks Online, Ruddr
QuickBooks Online, Xero
Two alternativesFlowrev, Pipedrive
no first choiceagainst: BlackLine, Chargebee, NetSuite Advanced Revenue Management, QuickBooks Online, Sage Intacct, Zoho Books, Zuora Revenuenothing named
DeepSeek V4 FlashMaxio
Three alternativesQuickBooks Online, Sage Intacct, Xero
against: NetSuite Advanced Revenue ManagementMaxio, QuickBooks OnlineChanged
Three alternativesDualEntry, Ordway, RightRev
against: NetSuite Advanced Revenue Management, Sage Intacct, ZuoraQuickBooks Online
Three alternativesFlowrev, TrueRev, Zenskar
against: Maxio, Oracle NetSuite, Trullion, ZuoraStripe Revenue Recognition, Zoho Books
One alternativeAlguna
against: Chargebee, Maxio, Oracle NetSuite, QuickBooks Online, Xero, Zuorano first choiceagainst: Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, QuickBooks Online, RightRev, SAP Revenue Accounting and Reporting, Tabs, Workday Financial Management, Xero, Zuora Revenue
Llama 4 Maverickno first choiceno first choiceHeldno first choiceFlowrev, Ordway, Pipedrive
Two alternativesQuickBooks Online, Xero
no first choiceagainst: QuickBooks Online, Xero
Qwen 3.7 FlashChargeOver, Spring Lane
Two alternativesCausal, Chargebee
QuickBooks OnlineChanged
Five alternativesChargebee, HubiFi, Recurly, RightRev, Xero
Zenskar
Four alternativesChargeOver, DualEntry, QuickBooks Online, Trullion
Flowrev
Two alternativesAlguna, Stripe Revenue Recognition
against: Spreadsheets + Accounting Softwareno first choiceagainst: BlackLine, OneStream, Oracle, SAP, Trullionagainst: Excel, Google Sheets, HubSpot, Infor, Microsoft Dynamics GP, Oracle NetSuite, PayPal, QuickBooks Online, Sage 100, Salesforce, Square, Stripe, Wise Business, Zoho CRM
Kimi K2TrueRev
Three alternativesFlowrev, QuickBooks Online, Stripe Revenue Recognition
against: Maxio, Oracle NetSuiteFinlensChanged
Two alternativesChargebee RevRec, Synder RevRec
against: Maxio, QuickBooks Online, XeroStripe Revenue Recognition
Four alternativesChargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRev
QuickBooks Online
Three alternativesChargebee, Flowrev, Ruddr
against: Oracle NetSuite, Sage Intacctno first choiceagainst: NetSuite Advanced Revenue Management, QuickBooks Online, Salesforce Revenue Cloud, Spreadsheets, Stripe Revenue Recognition, Zuora Revenue
GLM 4.7 FlashXYounium
Two alternativesChargebee, QuickBooks Online
against: MaxioMaxio, OrdwayChanged
Seven alternativesBillingPlatform, Chargebee RevRec, DualEntry, QuickBooks Advanced / Xero extensions, RightRev, Sage Intacct Revenue Recognition, Stripe Revenue Recognition
against: ExcelChargebee RevRec, Ruddr
One alternativeTrullion
against: QuickBooks OnlineFlowrev
Two alternativesChargebee, QuickBooks Online
against: Xerono first choiceagainst: Excel, Google Sheets, Oracle, QuickBooks Online, SAP, Stripe Revenue Recognition, Xero, Zuora
MiniMax M2.5TrueRev, Younium
Four alternativesMaxio, Pipedrive, QuickBooks + Rev-Rec Add-ons, Zenskar
Finlens, MaxioChanged
Two alternativesSage Intacct, Stripe Revenue Recognition
Maxio, Puzzle
Five alternativesChargebee, QuickBooks Online, RightRev, Trullion, Zenskar
against: Oracle NetSuite, Zoho BooksChargebee
One alternativeFlowrev
against: QuickBooks Onlineno first choiceagainst: QuickBooks Onlineagainst: Excel, Google Sheets, QuickBooks Online, Xero
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:42yes96 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:08yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:57yes1955 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:53yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:30yes3622 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:31yes119 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:00yes1522 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:29yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:59no029 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:15yes1233 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:09yes2835 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:56yes858 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:48yes99 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:27yes35 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:53yes1845 s
ParaphrasePerplexity Sonarsonar2026-09-17 17:59yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:32yes2616 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 20:07yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:14yes2551 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:53yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:06yes1023 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:21yes1422 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:56yes22147 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:08yes828 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:53yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:47yes619 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:41yes2527 s
ComparativePerplexity Sonarsonar2026-09-17 18:38yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:48yes2618 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 19:52yes89 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:23yes2328 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:42yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:57yes834 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:28yes2048 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:31yes24246 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:07yes1124 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:25yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:53yes47 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:16yes20167 s
Budget constrainedPerplexity Sonarsonar2026-09-17 20:46yes208 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:24yes3748 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:50yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:23yes2722 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:19yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:41yes1031 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:35yes2041 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:54yes21203 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:26yes1437 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:29no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:57no08 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:18yes2629 s
Scale constrainedPerplexity Sonarsonar2026-09-17 19:01yes198 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:24yes1110 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:37no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:05yes1317 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:29yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:58yes1031 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:56yes1423 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:08no045 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 20:15no052 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:50yes1611 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:10no04 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:24yes1220 s
Negative framingPerplexity Sonarsonar2026-09-17 20:46yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:41yes3415 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 19:35yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:18yes1719 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:09yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:30no030 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:09yes2733 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:39yes2860 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:28yes1560 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
Intacct (now Sage Intacct) read as Sage Intacct
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
Workday read as Workday Financial Management
Unresolved, counted raw
Coefficient's ASC 606 Checklist
FastSpring
HubSpot Revenue Hub
Measure
Ordway's Recurring Revenue Schedule
Pivotal
Precursive
QuickBooks + Rev-Rec Add-ons
QuickBooks Advanced / Xero extensions
RevRecon
Revenue.io
Sage 100 (formerly Acta)
Sage Revenue Recognition
Spreadsheets + Accounting Software
Spreadsheets/Excel-based processes
Spring Lane
Stripe Billing/RevRec
World Metrics
Zoho Books/Billing
Zuora RevCapture
Discontinued, still offered
No shut-down product was recommended here.

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