Zero of fourteen models named RightRev first on the direct prompt; zero named LedgerUp. RightRev was named by eleven of the fourteen models and LedgerUp by ten and RightRev carries 33 labels and LedgerUp 15, so the shares are not directly comparable.
Named in two categories this edition.
Named in four 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.
Across every category in the November 2026 Edition, RightRev and LedgerUp were named in the same answer fifteen times, of the 91 answers naming RightRev and the 23 naming LedgerUp. In those answers LedgerUp took the first choice one time and RightRev three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
“Top-rated options from reviews include specialized ones like RightRev (emphasizes evaluation criteria like security and automation coverage)” Grok 4.20 · negative prompt · first choice
“the best default recommendation is RightRev if you already have established billing and ERP systems” Perplexity Sonar · paraphrase prompt · first choice
“The Top All-Around Compliance Recommendation: RightRev or DualEntry” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“LedgerUp is the strongest pick for mid-market B2B SaaS teams whose deferred revenue errors trace back to mismatched contract and billing data.” Muse Glimmer 30B · paraphrase prompt · first choice
“the strongest pick for mid-market B2B SaaS teams whose deferred revenue errors trace back to mismatched contract and billing data” Muse Glimmer 30B · direct prompt · alternative
“Other notable options include Sage Intacct Revenue Recognition, LedgerUp, Chargebee, and RightRev” Llama 4 Maverick · paraphrase 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.