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Revenue recognition · October 2026 Edition

LedgerUp vs RightRev

Two of fourteen models named LedgerUp first on the direct prompt; two named RightRev. LedgerUp was named by eight of the fourteen models and RightRev by fourteen and LedgerUp carries 12 labels and RightRev 33, so the shares are not directly comparable.

LedgerUp

accepted challenger

Named in three categories this edition.

RightRev

accepted challenger

Named in one category this edition.

First-choice share10%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#6A position in a field of 12; printed, not drawn.
Labels1233A count; the two differ.
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.Maxio was named alongside these two in thirteen of the fourteen direct answers. Maxio vs LedgerUp · Maxio vs RightRev · Sage Intacct Revenue Recognition 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 modelsRightRev
Direct22
Paraphrase31
Comparative00
Budget-constrained00
Scale-constrained00
Negative00
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 RightRev stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
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 RightRev first choice named as an alternative argued againstblank: not namedEach cell is one answer, LedgerUp on the left and RightRev on the right.

The direct prompt

The plain question, one answer per model, grouped by where LedgerUp and RightRev stood in it.

LedgerUp first, RightRev not the choice

2 of 14 modelsRightRev was named in the answer but not as the choice, or not at all.
Mistral SmallLedgerUp alternatives: Maxio, Stripe Revenue Recognition
Llama 4 MaverickLedgerUp alternatives: Maxio, Subskribe, Synder, Zenskar

RightRev first, LedgerUp an alternative

2 of 14 modelsLedgerUp was named in the answer but not as the choice, or not at all.
GPT-6 LunaRightRev alternatives: Maxio, NetSuite Advanced Revenue Management, Ordway
Muse Glimmer 30BMaxio, RightRev alternatives: LedgerUp, Oracle NetSuite, Synder RevRec

Neither was the first choice, one was named

6 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Maxio alternatives: LedgerUp, NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, TrueRev, Younium
Gemini 3.5 FlashSage Intacct Revenue Recognition alternatives: Chargebee RevRec, Leapfin, Maxio, NetSuite Advanced Revenue Management, RightRev, Zuora Revenue
Perplexity SonarMaxio alternatives: LedgerUp, Sage Intacct Revenue Recognition
Grok 4.1 FastMaxio alternatives: Chargebee RevRec, NetSuite Advanced Revenue Management, RightRev
DeepSeek V4 FlashSage Intacct Revenue Recognition alternatives: Chargebee RevRec, Maxio, NetSuite Advanced Revenue Management, RightRev
GLM 4.7 FlashXMaxio alternatives: RightRev, Sage Intacct Revenue Recognition, Zenskar

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniSage Intacct Revenue Recognition alternatives: Chargebee RevRec, NetSuite Advanced Revenue Management, Zuora Revenue
Qwen 3.7 FlashMaxio alternatives: Chargebee RevRec, Zenskar
Kimi K2Sage Intacct Revenue Recognition alternatives: Maxio, Oracle NetSuite
MiniMax M2.5Maxio alternatives: Chargebee RevRec, NetSuite Advanced Revenue Management, Sage Intacct Revenue Recognition, Younium

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 leads by two points.
LedgerUp2%#– of 13
RightRev0%#– of 13
The full small business standing →
Mid-marketThe figures above
LedgerUp leads by four points.
LedgerUp10%#3 of 12
RightRev6%#6 of 12
The full mid-market standing →
Enterprise
The order flips: RightRev leads at enterprise.
RightRev2%#4 of 11
LedgerUp0%#– of 11
The full enterprise standing →

What the models said about LedgerUp

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“LedgerUp is the top recommendation due to its focus on data reconciliation, accuracy, and automation.” Mistral Small · direct prompt · first choice
“LedgerUp — *Best Overall for Mid-Market B2B SaaS*” GLM 4.7 FlashX · paraphrase prompt · first choice
“LedgerUp stands out as a strong recommendation” Mistral Small · paraphrase prompt · first choice

What the models said about RightRev

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“RightRev is the best fit for mid-market and enterprise SaaS teams that need a dedicated ASC 606/IFRS 15 compliance layer on top of existing billing systems” Muse Glimmer 30B · direct prompt · first choice
“I'd start with RightRev—especially if contracts include bundles, usage-based pricing, or frequent amendments.” GPT-6 Luna · direct prompt · first choice
“RightRev is the most cited mid-market dedicated option.” Muse Glimmer 30B · paraphrase prompt · first choice
Also compared

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.