One of fourteen models named Conga CPQ first on the direct prompt; zero named QuoteWerks. Conga CPQ was named by fourteen of the fourteen models and QuoteWerks by twelve and Conga CPQ carries 48 labels and QuoteWerks 18, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 CPQ page.
Across every category in the November 2026 Edition, Conga CPQ and QuoteWerks were named in the same answer twenty-eight times, of the 141 answers naming Conga CPQ and the 68 naming QuoteWerks. In those answers QuoteWerks took the first choice zero times and Conga CPQ two.
| 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.
“Buying full enterprise tools (e.g., Oracle CPQ, Conga Enterprise) ... often leads to high maintenance costs and low sales adoption.” Gemini 3.5 Flash · direct prompt · hard negative
“Conga (due to its complexity and potential for vendor regret)” Llama 4 Maverick · negative prompt · hard negative
“Enterprise platforms like Salesforce CPQ, SAP, or Conga ... often require $15,000–$50,000+ in consultant implementation fees” Gemini 3.5 Flash · budget prompt · soft negative
“If you use Salesforce and need to quote complex bundles: Choose Conga CPQ.” Qwen 3.7 Flash · comparative prompt · first choice
“If you're already in Salesforce: Start with Salesforce CPQ or Conga.” Grok 4.20 · comparative prompt · first choice
“Often the top pick for mid-market B2B versatility” Grok 4.20 · direct 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.
“Avoid pure enterprise (e.g., Oracle) or very lightweight tools (e.g., basic QuoteWerks)” Grok 4.20 · direct prompt · hard negative
“Avoid If: You're a general B2B company” Kimi K2 · paraphrase prompt · soft negative
“start with Bitrix24 (free) or QuoteWerks ($15/month minimum)” Claude Haiku 4.5 · budget prompt · first choice
“Market-leading for IT resellers and MSPs and listed as a top alternative to Oracle and SAP CPQ” Muse Glimmer 30B · comparative prompt · alternative
“QuoteWerks (Best for QuickBooks/Xero Users) ... offers one-time purchase option.” Qwen 3.7 Flash · 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.