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CPQ · October 2026 Edition

DealHub vs Conga CPQ

Fourteen of fourteen models named DealHub first on the direct prompt; zero named Conga CPQ. DealHub was named by fourteen of the fourteen models and Conga CPQ by thirteen and DealHub carries 57 labels and Conga CPQ 35, so the shares are not directly comparable.

DealHub

endorsed leader

Named in five categories this edition.

Conga CPQ

accepted challenger

Named in one category this edition.

First-choice share57%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 12; printed, not drawn.
Labels5735A 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.Experlogix was named alongside these two in ten of the fourteen direct answers. DealHub vs PandaDoc · DealHub vs QuoteWerks · DealHub vs HubSpot Commerce Hub

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
Direct1401 against Conga CPQ
Paraphrase141
Comparative001 against Conga CPQ
Budget-constrained003 against DealHub · 2 against Conga CPQ
Scale-constrained31
Negative202 against DealHub · 4 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 October 2026 Edition, DealHub and Conga CPQ were named in the same answer seventy times, of the 184 answers naming DealHub and the 108 naming Conga CPQ. In those answers Conga CPQ took the first choice one time and DealHub seventeen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where DealHub and Conga CPQ stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
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

14 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
GPT-5.4 miniDealHub alternatives: Conga CPQ, SAP CPQ, Salesforce Revenue Cloud
Gemini 3.5 FlashDealHub alternatives: Epicor CPQ, Experlogix, NetSuite CPQ, Nue, PandaDoc
Perplexity SonarDealHub alternatives: BetterCommerce, Experlogix, Salesforce Revenue Cloud
Grok 4.1 FastDealHub alternatives: Conga CPQ, Experlogix, PandaDoc
Mistral SmallDealHub
DeepSeek V4 FlashDealHub alternatives: Conga CPQ, Experlogix, HubSpot Commerce Hub
Llama 4 MaverickDealHub alternatives: Experlogix, Zuora CPQ
Qwen 3.7 FlashDealHub alternatives: Conga CPQ, Experlogix, Oracle CPQ, PROS Smart CPQ
Kimi K2DealHub alternatives: Conga CPQ, HubSpot Commerce Hub, PandaDoc
GLM 4.7 FlashXDealHub alternatives: Combeenation, Experlogix
MiniMax M2.5DealHub alternatives: Experlogix, Salesforce Revenue Cloud
GPT-6 LunaDealHub alternatives: Experlogix, Salesforce Revenue Cloud
Muse Glimmer 30BDealHub alternatives: Experlogix, Salesforce Revenue Cloud

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
DealHub leads by nine points.
DealHub12%#4 of 10
Conga CPQ3%#6 of 10
The full small business standing →
Mid-marketThe figures above
DealHub leads by fifty-four points.
DealHub57%#1 of 12
Conga CPQ4%#4 of 12
The full mid-market standing →
Enterprise
The order flips: Conga CPQ leads at enterprise.
Conga CPQ4%#3 of 9
DealHub2%#6 of 9
The full enterprise standing →

What the models said about DealHub

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.

“avoid enterprise-grade CPQs like Salesforce CPQ, Oracle CPQ Cloud, or DealHub initially” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid Enterprise Tools: ... DealHub (~$60)” Grok 4.1 Fast · budget prompt · hard negative
“The Agile Mid-Market Leader: DealHub.io ... highly rated for mid-market teams because of its no-code RevOps administration and rapid deployment time” Gemini 3.5 Flash · scale prompt · first choice
“DealHub is frequently cited as the top choice for mid-market organizations due to its balance of power and ease of use.” Qwen 3.7 Flash · direct prompt · first choice
“DealHub is widely regarded as the best CPQ (Configure, Price, Quote) software for mid-market B2B companies” Mistral Small · direct 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.

“some Conga products are described as hard to configure and difficult for teams to troubleshoot without vendor support” GPT-5.4 mini · negative prompt · soft negative
“Users find the complexity of Conga CPQ challenging, especially during initial setup and learning phases.” Muse Glimmer 30B · negative prompt · soft negative
“vendors such as Conga use custom pricing, so the subscription price alone won't tell you the total cost” GPT-6 Luna · budget prompt · soft negative
“Mid-market standouts: DealHub and Conga CPQ balance power with faster implementation timelines.” Muse Glimmer 30B · scale prompt · first choice
“I'd usually recommend DealHub CPQ or Conga CPQ” GPT-5.4 mini · paraphrase prompt · first choice
“Conga CPQ: An enterprise CPQ platform that helps sales teams configure products, manage complex pricing structures” Llama 4 Maverick · budget prompt · alternative
Also compared

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.