Four of twelve models named LedgerUp first on the direct prompt; zero named QuickBooks Online. LedgerUp was named by eleven of the twelve models and QuickBooks Online by ten and LedgerUp carries 20 labels and QuickBooks Online 17, so the shares are not directly comparable.
Named in three categories this edition.
Named in eighteen categories 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.
| 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. Two of two in this category shown.
“do not offer native, robust revenue recognition engines that meet full GAAP standards out-of-the-box ... Why to Avoid” Qwen 3.7 Flash · negative prompt · hard negative
“Basic Accounting Tools Without Native RevRec (QuickBooks, Xero) – Avoid for Complex Needs” Grok 4.1 Fast · negative prompt · hard negative
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.