Eight of fourteen models named Sage Intacct Revenue Recognition first on the direct prompt; two named Chargebee RevRec. Both were named by all fourteen models and Sage Intacct Revenue Recognition carries 46 labels and Chargebee RevRec 37, so the shares are not directly comparable.
Named in one category 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, Sage Intacct Revenue Recognition and Chargebee RevRec were named in the same answer sixty-three times, of the 111 answers naming Sage Intacct Revenue Recognition and the 109 naming Chargebee RevRec. In those answers Chargebee RevRec took the first choice four times and Sage Intacct Revenue Recognition ten.
| 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. Six of seven in this category shown.
“Avoid premium tools like Chargebee RevRec (~$7K+/month), Zuora, or Sage Intacct unless scaling rapidly” Grok 4.20 · budget prompt · hard negative
“Avoid: Enterprise solutions like Zuora, NetSuite, or Sage Intacct” Qwen 3.7 Flash · budget prompt · hard negative
“Built for businesses with $5M+ revenue (quote-based pricing, generally not budget-friendly)” DeepSeek V4 Flash · budget prompt · soft negative
“Sage Intacct is consistently positioned as the mid-market depth leader for subscription and multi-element contracts.” Muse Glimmer 30B · paraphrase prompt · first choice
“Best For: Mid-market finance teams that want automated ASC 606 compliance native inside their core accounting GL” Gemini 3.5 Flash · direct prompt · first choice
“For most mid-market B2B companies, Sage Intacct or Maxio would be the strongest starting points” MiniMax M2.5 · direct 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.