Four of twelve models named LedgerUp first on the direct prompt; one named NetSuite Advanced Revenue Management. LedgerUp was named by eleven of the twelve models and NetSuite Advanced Revenue Management by ten and LedgerUp carries 20 labels and NetSuite Advanced Revenue Management 26, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
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 revenue recognition page.
Across every category in the September 2026 Edition, LedgerUp and NetSuite Advanced Revenue Management were named in the same answer sixteen times, of the 39 answers naming LedgerUp and the 77 naming NetSuite Advanced Revenue Management. In those answers NetSuite Advanced Revenue Management took the first choice zero times and LedgerUp two.
| 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 |
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.
“For most mid-market B2B SaaS companies, LedgerUp is the top recommendation due to its focus on data reconciliation and accuracy” Mistral Small · direct prompt · first choice
“For most mid-market B2B companies, LedgerUp offers the best balance of automation, pricing” MiniMax M2.5 · direct prompt · first choice
“If you want a single practical recommendation, LedgerUp is the strongest fit” Perplexity Sonar · direct 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.
“Cons: Can be highly rigid, expensive to configure, and slow to implement (often 6 to 12 months).” Gemini 3.5 Flash · scale prompt · soft negative
“though it tends to require heavier and more expensive configuration” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Avoid if not on NetSuite (integration-heavy).” Grok 4.1 Fast · direct prompt · soft negative
“If you're already on NetSuite → NetSuite ARM (lowest integration lift).” GLM 4.7 FlashX · direct prompt · first choice
“Best for: Mid-market companies already running (or migrating to) NetSuite... The catch: Configuration is notoriously complex, rigid” Gemini 3.5 Flash · direct prompt · alternative
“Ideal for multi-subsidiary enterprises already on NetSuite, native ASC 606/IFRS 15 support” MiniMax M2.5 · 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.