One of fourteen models named incentX first on the direct prompt; zero named Pricefx. incentX was named by thirteen of the fourteen models and Pricefx by fourteen and incentX carries 34 labels and Pricefx 41, 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 rebate management page.
Across every category in the November 2026 Edition, incentX and Pricefx were named in the same answer forty-nine times, of the 102 answers naming incentX and the 119 naming Pricefx. In those answers Pricefx took the first choice one time and incentX fifteen.
| 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.
“Start by requesting a demo from incentX to see if their transaction-tier pricing fits your volume. It is currently one of the most transparent and lowest-barrier-to-entry options on the market.” Qwen 3.7 Flash · budget prompt · first choice
“Best Standalone SaaS for Small & Mid-Market Companies ... incentX is built to accommodate smaller teams setting up their first dedicated rebate system.” Gemini 3.5 Flash · budget prompt · first choice
“incentX stands out as the best rebate management platform for companies with a limited budget” Grok 4.20 · budget prompt · first choice
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 pure enterprise plays like Vendavo, Pricefx, or Vistex” Grok 4.20 · direct prompt · hard negative
“pricing platforms can be overly complex, prohibitively expensive, and slower to implement compared to dedicated rebate engines” Gemini 3.5 Flash · negative prompt · soft negative
“possibly overkill if rebates are your primary need” DeepSeek V4 Flash · direct prompt · soft negative
“PriceFX if you are a manufacturer or B2B service provider focusing on margin control” Qwen 3.7 Flash · paraphrase prompt · first choice
“The best rebate management platform for a company with a limited budget is Pricefx” Llama 4 Maverick · budget prompt · first choice
“I'd recommend starting with Enable or Pricefx” MiniMax M2.5 · 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.