Two of fourteen models named LedgerUp first on the direct prompt; zero named NetSuite Advanced Revenue Management. LedgerUp was named by eight of the fourteen models and NetSuite Advanced Revenue Management by thirteen and LedgerUp carries 12 labels and NetSuite Advanced Revenue Management 31, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“avoiding this module and opting for an external, agile middleware tool (like RightRev or Leapfin) is often safer” Gemini 3.5 Flash · negative prompt · hard negative
“Avoid enterprise-grade solutions (Zuora Revenue, NetSuite ARM, Sage Intacct)” DeepSeek V4 Flash · budget prompt · hard negative
“ERP-native modules (like NetSuite ARM) are exceptionally powerful but often require highly specialized consultants, costing upwards of $50k–$250k” Gemini 3.5 Flash · scale prompt · soft negative
“Best for ERP-Native Compliance: NetSuite Advanced Revenue Management (ARM)” Gemini 3.5 Flash · paraphrase prompt · first choice
“You already run NetSuite and your revenue rules are relatively straightforward | NetSuite Advanced Revenue Management” GPT-6 Luna · direct prompt · alternative
“It is the default choice for companies scaling on NetSuite... but requires highly disciplined upstream data entry.” Gemini 3.5 Flash · comparative prompt · alternative
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.