CPQ · November 2026 Edition
DealHub vs Conga CPQ
Twelve of fourteen models named DealHub first on the direct prompt; one named Conga CPQ. Both were named by all fourteen models and DealHub carries 55 labels and Conga CPQ 48, so the shares are not directly comparable.
Named in six categories this edition.
Named in one category this edition.
First-choice share51%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%33%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 12; printed, not drawn.
Labels5548A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, DealHub reading right to left. Rank and label count are printed, not drawn.HubSpot Commerce Hub was named alongside these two in ten of the fourteen direct answers. DealHub vs PandaDoc · DealHub vs HubSpot Commerce Hub · DealHub vs Salesforce Revenue Cloud
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DealHubFirst choices, of fourteen modelsConga CPQ
Direct1211 against Conga CPQ
Paraphrase1301 against Conga CPQ
Comparative022 against Conga CPQ
Budget-constrained002 against Conga CPQ
Scale-constrained201 against Conga CPQ
Negative002 against DealHub · 9 against Conga CPQ
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, DealHub and Conga CPQ were named in the same answer ninety-six times, of the 192 answers naming DealHub and the 141 naming Conga CPQ. In those answers Conga CPQ took the first choice eleven times and DealHub nineteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where DealHub and Conga CPQ stood in it.
| 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 | | | | |
DealHub Conga CPQ first choice named as an alternative argued againstblank: not namedEach cell is one answer, DealHub on the left and Conga CPQ on the right.The direct prompt
The plain question, one answer per model, grouped by where DealHub and Conga CPQ stood in it.
DealHub first, Conga CPQ an alternative
12 of 14 modelsConga CPQ was named in the answer but not as the choice, or not at all.Claude Haiku 4.5DealHub alternatives: Conga CPQ, HubSpot Commerce Hub, PandaDoc, Qwoty
GPT-5.4 miniDealHub alternatives: Conga CPQ, Experlogix, Salesforce Revenue Cloud
Gemini 3.5 FlashDealHub alternatives: Configure One, Epicor CPQ, Experlogix, HubSpot Commerce Hub, Logik.io, PandaDoc, Salesforce Revenue Cloud
Perplexity SonarDealHub alternatives: Conga CPQ, Experlogix, HubSpot Commerce Hub, PROS Smart CPQ, PandaDoc, Salesforce Revenue Cloud
Mistral SmallDealHub, Salesforce Revenue Cloud alternatives: Conga CPQ
DeepSeek V4 FlashDealHub alternatives: Conga CPQ, HubSpot Commerce Hub, PandaDoc
Llama 4 MaverickDealHub alternatives: HubSpot Commerce Hub, MonetizeNow, Salesforce Revenue Cloud
Kimi K2DealHub alternatives: HubSpot Commerce Hub, PandaDoc
GLM 4.7 FlashXDealHub alternatives: Conga CPQ, HubSpot Commerce Hub, Oracle CPQ, SAP CPQ, Salesforce Revenue Cloud, Tacton
MiniMax M2.5BetterCommerce CPQ, DealHub alternatives: Expedite Commerce, HubSpot Commerce Hub
GPT-6 LunaDealHub alternatives: HubSpot's built-in CPQ, Salesforce Revenue Cloud, Tacton
Muse Glimmer 30BDealHub alternatives: BetterCommerce CPQ, Combeenation, Conga CPQ, Experlogix, HubSpot Commerce Hub, Salesforce Revenue Cloud
Conga CPQ first, DealHub an alternative
1 of 14 modelsDealHub was named in the answer but not as the choice, or not at all.Grok 4.20Conga CPQ alternatives: DealHub, HubSpot Commerce Hub, Salesforce Revenue Cloud
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Qwen 3.7 FlashPandaDoc alternatives: Conga Quotes, DealHub, Proposify, Zoho CPQ
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Conga CPQ leads by two points.
Conga CPQ2%#7 of 11DealHub0%#8 of 11Mid-marketThe figures above
The order flips: DealHub leads at mid-market.
DealHub51%#1 of 12Conga CPQ2%#5 of 12Enterprise
The order flips: Conga CPQ leads at enterprise.
Conga CPQ20%#2 of 11DealHub0%#6 of 11What the models said about DealHub
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Rising complaints in 2024–2025: HubSpot integration is weak... Expensive” DeepSeek V4 Flash · negative prompt · soft negative
“some users find it lacking in flexibility or scalability” Mistral Small · negative prompt · soft negative
“Modern Mid-Market & Scale-Up Leaders: DealHub.io, Logik.io, Subskribe, Cacheflow, PandaDoc (for simpler CPQ needs). Pros: Faster time-to-value, lower admin overhead” Gemini 3.5 Flash · scale prompt · first choice
“DealHub is the top pick for mid-market B2B SaaS, rated #1 on G2 (4.7/5 across 833 reviews) with no-code RevOps ownership.” Muse Glimmer 30B · direct prompt · first choice
“The best configure, price, quote tool for a mid-sized B2B company is DealHub, as it is the top pick for mid-market B2B SaaS” Llama 4 Maverick · paraphrase prompt · first choice
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
Also compared
DealHub vs PandaDocDealHub vs HubSpot Commerce HubDealHub vs Salesforce Revenue CloudDealHub vs ProposifyDealHub vs QuoteWerksPandaDoc vs Conga CPQHubSpot Commerce Hub vs Conga CPQSalesforce Revenue Cloud vs Conga CPQConga CPQ vs ProposifyConga CPQ vs QuoteWerksAll twenty-one head-to-head pages and the full CPQ standing
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.