One of fourteen models named Competera first on the direct prompt; one named Conga Price Optimization & Management. Competera was named by fourteen of the fourteen models and Conga Price Optimization & Management by nine and Competera carries 32 labels and Conga Price Optimization & Management 11, so the shares are not directly comparable.
Named in two categories 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.
| 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 overkill enterprise platforms (e.g., Vendavo, Competera) that are better for larger firms.” Grok 4.20 · budget prompt · hard negative
“Avoid enterprise platforms such as Pricefx, PROS, Zilliant, or Competera” Perplexity Sonar · budget prompt · hard negative
“Competera - Best for mid-market and enterprise retail, with 20+ demand factors and 95%+ forecast accuracy.” Llama 4 Maverick · direct prompt · first choice
“Cloud-native, lower-friction B2B pricing platforms with modular setups and shorter time-to-value (e.g., Pricefx, Competera, or agile modern alternatives)” Gemini 3.5 Flash · negative prompt · alternative
“Demand-based retail optimization using many demand factors, competitor intelligence, and frequent SKU repricing” Perplexity Sonar · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Likely more enterprise-oriented and potentially heavier to implement.” Perplexity Sonar · paraphrase prompt · soft negative
“powerful but generally not the right fit for a limited budget” GPT-5.4 mini · budget prompt · soft negative
“the safest default recommendation is Conga POM” GPT-5.4 mini · direct prompt · first choice
“For Mid-Market/All-in-One: Conga (Apttus), DealHub, Revinate – Can offer broader functionality at your company size.” MiniMax M2.5 · scale prompt · alternative
“Enable / Conga are the mid-market-friendly leaders in the 2026 Magic Quadrant” Muse Glimmer 30B · 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.