One of fourteen models named Zilliant first on the direct prompt; zero named Price2Spy. Zilliant was named by fourteen of the fourteen models and Price2Spy by ten and Zilliant carries 50 labels and Price2Spy 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in two categories 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 November 2026 Edition, Zilliant and Price2Spy were named in the same answer twenty-one times, of the 145 answers naming Zilliant and the 54 naming Price2Spy. In those answers Price2Spy took the first choice two times and Zilliant zero.
| 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 eight in this category shown.
“Other platforms that have been criticized include PROS Smart Price Optimization & Management, Zilliant, and Competera.” Llama 4 Maverick · negative prompt · hard negative
“Avoid unless you have complex, high-volume B2B operations and a big budget.” Grok 4.20 · negative prompt · hard negative
“Avoid enterprise platforms such as Pricefx, PROS, Zilliant, or Competera” Perplexity Sonar · budget prompt · hard negative
“Pricefx and Zilliant are the best options due to their balance of power, ease of use, and mid-market focus” Mistral Small · direct prompt · first choice
“or Zilliant if you have a complex product catalog and need strong guided selling” MiniMax M2.5 · paraphrase prompt · first choice
“Pricefx and Zilliant are the top choices” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Products such as Prisync or Price2Spy can be useful for monitoring and MAP enforcement, but competitor matching alone does not model demand” Perplexity Sonar · negative prompt · soft negative
“Price2Spy users, for example, note that incorrect prices get scraped and fixes can take 1-4 days” Kimi K2 · negative prompt · soft negative
“For most budget-conscious e-commerce businesses, Price2Spy offers the best feature-to-cost ratio” DeepSeek V4 Flash · budget prompt · first choice
“Price2Spy *(Best Overall Budget Pick)*” Gemini 3.5 Flash · budget prompt · first choice
“Price2Spy offers cost-effective plans with strong competitor monitoring, ideal for businesses prioritizing affordability.” Claude Haiku 4.5 · 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.