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.
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 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. 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
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.