HubSpot Commerce Hub vs Conga CPQ
Zero of fourteen models named HubSpot Commerce Hub first on the direct prompt; one named Conga CPQ. HubSpot Commerce Hub was named by twelve of the fourteen models and Conga CPQ by fourteen and HubSpot Commerce Hub carries 24 labels and Conga CPQ 48, so the shares are not directly comparable.
By HubSpot, Cambridge, United States, founded 2006. 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 CPQ page.
By framing
HubSpot Commerce HubFirst choices, of fourteen modelsConga CPQ
Across every category in the November 2026 Edition, HubSpot Commerce Hub and Conga CPQ were named in the same answer thirty-two times, of the 72 answers naming HubSpot Commerce Hub and the 141 naming Conga CPQ. In those answers Conga CPQ took the first choice one time and HubSpot Commerce Hub three.
Every model, every framing
| 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 | | | |
HubSpot Commerce Hub Conga CPQ first choice named as an alternative argued againstblank: not namedEach cell is one answer, HubSpot Commerce Hub on the left and Conga CPQ on the right.The direct prompt
Conga CPQ first, HubSpot Commerce Hub an alternative
1 of 14 modelsHubSpot Commerce Hub was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
11 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
HubSpot Commerce Hub9%#3 of 11Conga CPQ2%#7 of 11HubSpot Commerce Hub4%#3 of 12Conga CPQ2%#5 of 12Conga CPQ20%#2 of 11HubSpot Commerce Hub0%#– of 11What the models said about HubSpot Commerce Hub
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“at $85/user/month, it's at the top end of a "limited budget" for a small team. Use only if you already have HubSpot.” DeepSeek V4 Flash · budget prompt · soft negative
“Start with PandaDoc ($49/user/month) or HubSpot Revenue Hub ($85/user/month)” Kimi K2 · budget prompt · first choice
“the best CPQ option is usually HubSpot CPQ” GPT-5.4 mini · budget prompt · first choice
“HubSpot Revenue Hub wins for teams already on HubSpot CRM, with CPQ built directly into the deal record” Muse Glimmer 30B · direct prompt · alternative
What the models said about Conga CPQ
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
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.