Zero of fourteen models named Price2Spy first on the direct prompt; zero named Zilliant. Price2Spy was named by ten of the fourteen models and Zilliant by fourteen and Price2Spy carries 17 labels and Zilliant 42, 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 pricing optimization page.
Across every category in the October 2026 Edition, Price2Spy and Zilliant were named in the same answer twenty-two times, of the 71 answers naming Price2Spy and the 106 naming Zilliant. In those answers Zilliant took the first choice one time and Price2Spy four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Five of six in this category shown.
“users note inability to upload product lists yourself ... outdated features compared to newer competitors” DeepSeek V4 Flash · negative prompt · soft negative
“users have reported significant initial setup complexity and a steep learning curve for the interface” Mistral Small · negative prompt · soft negative
“Price2Spy is noted as a particularly good budget option for small to mid-sized e-commerce businesses.” Mistral Small · budget prompt · first choice
“Price2Spy stands out as one of the best pricing optimization platforms” Grok 4.1 Fast · budget prompt · first choice
“Price2Spy — Best Overall Budget Pick” Kimi K2 · 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.
“Standalone tools such as Zilliant, Vendavo, Pricefx, PROS are typically $100K-$500K+ annually. They earn their keep at enterprise scale and with a dedicated pricing team, not before.” Muse Glimmer 30B · scale prompt · soft negative
“Enterprise-Grade Solutions (For Complex, High-Volume Operations) ... Mid-market fit: Good for companies with dedicated pricing teams” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Enterprise-grade pricing platforms (like Pricefx, Vendavo, or Zilliant) often start at $100,000+ per year.” Gemini 3.5 Flash · budget prompt · soft negative
“Zilliant is widely considered the market leader for mid-market to enterprise B2B organizations.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Zilliant - Strong B2B focus with Price IQ for segment and customer-specific recommendations” MiniMax M2.5 · paraphrase prompt · first choice
“choose PROS or Zilliant for AI-driven, governed B2B pricing at scale” Muse Glimmer 30B · comparative 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.