Revenue recognition · November 2026 Edition
LedgerUp vs QuickBooks Online
Zero of fourteen models named LedgerUp first on the direct prompt; zero named QuickBooks Online. LedgerUp was named by ten of the fourteen models and QuickBooks Online by eleven and both carry 15 labels, so the shares below are directly comparable.
Named in four categories this edition.
Named in twenty-three categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%53%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 11; printed, not drawn.
Labels1515Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, LedgerUp reading right to left. Rank and label count are printed, not drawn.Sage Intacct Revenue Recognition was named alongside these two in eleven of the fourteen direct answers. Sage Intacct Revenue Recognition vs LedgerUp · Sage Intacct Revenue Recognition vs QuickBooks Online · Maxio vs LedgerUp
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the revenue recognition page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
LedgerUpFirst choices, of fourteen modelsQuickBooks Online
Direct00
Paraphrase10
Comparative00
Budget-constrained011 against QuickBooks Online
Scale-constrained00
Negative007 against QuickBooks Online
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where LedgerUp and QuickBooks Online stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | ||||
| Perplexity Sonar | | | ||||
| Grok 4.20 | | | ||||
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | | | | | |
LedgerUp QuickBooks Online first choice named as an alternative argued againstblank: not namedEach cell is one answer, LedgerUp on the left and QuickBooks Online on the right.The direct prompt
The plain question, one answer per model, grouped by where LedgerUp and QuickBooks Online stood in it.
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Muse Glimmer 30BSage Intacct Revenue Recognition alternatives: Chargebee RevRec, LedgerUp, Maxio, Oracle NetSuite, Zuora Revenue
Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Maxio alternatives: NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Zuora Revenue
GPT-5.4 miniSage Intacct Revenue Recognition alternatives: Oracle NetSuite, Salesforce Revenue Cloud
Gemini 3.5 FlashSage Intacct Revenue Recognition alternatives: Cadel, Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRev, Tabs, Trullion, Zenskar
Perplexity SonarMaxio alternatives: RightRev, Sage Intacct Contracts, Zuora Revenue
Grok 4.20Sage Intacct Revenue Recognition alternatives: Chargebee RevRec, Maxio
Mistral SmallChargebee RevRec, Sage Intacct Revenue Recognition alternatives: RightRev, Trullion
DeepSeek V4 FlashSage Intacct Revenue Recognition alternatives: Chargebee RevRec, Oracle NetSuite, RightRev, Zuora Revenue
Llama 4 MaverickChargebee RevRec alternatives: Maxio, Sage Intacct Revenue Recognition
Qwen 3.7 FlashZuora Revenue alternatives: Chargebee RevRec, Maxio, Sage Intacct Revenue Recognition
Kimi K2Sage Intacct Revenue Recognition alternatives: Chargebee RevRec, Maxio, RightRev
GLM 4.7 FlashXNetSuite Revenue Recognition Management, Sage Intacct Contracts Revenue Management alternatives: Chargebee RevRec, Maxio Grow, Microsoft Dynamics 365 Finance, RightRev, Salesforce Revenue Cloud, Trullion, Zuora Revenue
MiniMax M2.5Maxio, Sage Intacct Revenue Recognition alternatives: Chargebee RevRec, Stripe Revenue Recognition, Zuora Revenue
GPT-6 LunaMaxio alternatives: Chargebee RevRec, NetSuite Advanced Revenue Management, Ordway, Sage Intacct Contract Management / Revenue Management, Zuora Revenue
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
LedgerUp is not named for this buyer.
QuickBooks Online13%#3 of 11LedgerUp—not namedMid-marketThe figures above
Level: the same share of first choices.
LedgerUp2%#7 of 11QuickBooks Online2%#8 of 11Enterprise
Level: the same share of first choices.
LedgerUp0%#– of 10QuickBooks Online0%#– of 10What the models said about LedgerUp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“LedgerUp is the strongest pick for mid-market B2B SaaS teams whose deferred revenue errors trace back to mismatched contract and billing data.” Muse Glimmer 30B · paraphrase prompt · first choice
“the strongest pick for mid-market B2B SaaS teams whose deferred revenue errors trace back to mismatched contract and billing data” Muse Glimmer 30B · direct prompt · alternative
“Other notable options include Sage Intacct Revenue Recognition, LedgerUp, Chargebee, and RightRev” Llama 4 Maverick · paraphrase prompt · alternative
What the models said about QuickBooks Online
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“QuickBooks Online requires manual journal entries or add-ons for ASC 606 compliance, forcing spreadsheet exports for ARR and deferred revenue.” Muse Glimmer 30B · negative prompt · hard negative
“Avoid using basic accounting software (QuickBooks/Xero) as your sole source of truth for ASC 606 compliance” Qwen 3.7 Flash · negative prompt · hard negative
Also compared
Sage Intacct Revenue Recognition vs LedgerUpSage Intacct Revenue Recognition vs QuickBooks OnlineMaxio vs LedgerUpMaxio vs QuickBooks OnlineStripe Revenue Recognition vs LedgerUpStripe Revenue Recognition vs QuickBooks OnlineRightRev vs LedgerUpRightRev vs QuickBooks OnlineChargebee RevRec vs LedgerUpChargebee RevRec vs QuickBooks OnlineZuora Revenue vs LedgerUpZuora Revenue vs QuickBooks OnlineAll twenty-eight head-to-head pages and the full revenue recognition standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.