accepted challengerNamed in ten categories this edition.
criticized challengerNamed in eighteen categories this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%25%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 14; printed, not drawn.
Labels1112A count; the two differ.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 financial reporting and dashboards page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
DatarailsFirst choices, of twelve modelsQuickBooks Online
Direct102 against QuickBooks Online
Paraphrase10
Comparative00
Budget-constrained01
Scale-constrained001 against QuickBooks Online
Negative00
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
The direct prompt
The plain question, one answer per model, grouped by where Datarails and QuickBooks Online stood in it.
Datarails first, QuickBooks Online not the choice
1 of 12 modelsQuickBooks Online was named in the answer but not as the choice, or not at all.Z.AIGLM 4.7 FlashXDatarails, Vena alternatives: Cube, HighRadius, Sage Intacct, Workday Adaptive Planning
Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Sage Intacct, Vena alternatives: Datarails, FineReport, Maxio, Oracle NetSuite, Planful
Gemini 3.5 FlashCube, Pigment alternatives: Aleph, Datarails, Oracle NetSuite, Planful, Sage Intacct
Perplexity SonarSage Intacct alternatives: Datarails, Prophix, Vena
xAIGrok 4.1 FastSage Intacct alternatives: Datarails, Vena
DeepSeek V4 FlashSage Intacct alternatives: Datarails, Maxio, Oracle NetSuite, Vena
Kimi K2Sage Intacct, Vena alternatives: Cube, Datarails
Neither was named
5 of 12 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSage Intacct alternatives: Oracle NetSuite
Mistral SmallSage Intacct alternatives: Fairview, Vena
Llama 4 MaverickSage Intacct
Qwen 3.7 FlashSage Intacct alternatives: Fathom, Looker Studio, Microsoft Dynamics 365 Business Central, Oracle NetSuite, Planful, Vena
MiniMax M2.5Sage Intacct alternatives: Cube, Microsoft Dynamics 365 Finance, Oracle NetSuite, Workday Adaptive Planning
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.
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.