Zero of fourteen models named Pricefx first on the direct prompt; zero named 360insights. Pricefx was named by fourteen of the fourteen models and 360insights by eight and Pricefx carries 41 labels and 360insights 15, 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.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Be cautious if you are a distributor collecting supplier rebates rather than a manufacturer or brand paying channel incentives.” Perplexity Sonar · negative prompt · soft negative
“I'd recommend evaluating Enable or 360insights first if you want a focused, easy-to-implement solution” Claude Haiku 4.5 · paraphrase prompt · first choice
“Choose 360insights when partner incentives and indirect-channel execution matter more than traditional rebate accounting.” Perplexity Sonar · comparative prompt · alternative
“Best if your focus is heavily on channel partner ecosystems... may feel more channel-centric than pure rebate tracking.” Grok 4.20 · 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.