Zero of fourteen models named RightRev first on the direct prompt; two named Chargebee RevRec. RightRev was named by eleven of the fourteen models and Chargebee RevRec by fourteen and RightRev carries 33 labels and Chargebee RevRec 37, so the shares are not directly comparable.
Named in two 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.
Across every category in the November 2026 Edition, RightRev and Chargebee RevRec were named in the same answer forty-five times, of the 91 answers naming RightRev and the 109 naming Chargebee RevRec. In those answers Chargebee RevRec took the first choice one time and RightRev 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 4.20 | ||||||
| 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. Six of eight in this category shown.
“Users describe moving away from Chargebee specifically due to revenue recognition limitations.” DeepSeek V4 Flash · negative prompt · hard negative
“Chargebee ($7,188/month) are likely overkill for budget-conscious companies” Kimi K2 · budget prompt · hard negative
“Avoid premium tools like Chargebee RevRec (~$7K+/month)” Grok 4.20 · budget prompt · hard negative
“The best revenue recognition software for a mid-market B2B company is Chargebee Revenue Recognition.” Llama 4 Maverick · direct prompt · first choice
“Chargebee and Sage Intacct are top choices due to their strong feature sets” Mistral Small · direct prompt · first choice
“You already use Chargebee Billing → ask for a RevRec demo; it's built to sit on top of Chargebee and is often cheaper than a stand-alone RevRec sub-ledger” Muse Glimmer 30B · budget 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.