CPQ · November 2026 Edition
PandaDoc vs QuoteWerks
One of fourteen models named PandaDoc first on the direct prompt; zero named QuoteWerks. PandaDoc was named by fourteen of the fourteen models and QuoteWerks by twelve and PandaDoc carries 55 labels and QuoteWerks 18, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in ten categories this edition.
Named in three categories this edition.
First-choice share13%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 12; printed, not drawn.
Labels5518A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, PandaDoc reading right to left. Rank and label count are printed, not drawn.DealHub was named alongside these two in fourteen of the fourteen direct answers. DealHub vs PandaDoc · DealHub vs QuoteWerks · PandaDoc 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.
PandaDocFirst choices, of fourteen modelsQuoteWerks
Direct101 against QuoteWerks
Paraphrase001 against QuoteWerks
Comparative00
Budget-constrained611 against PandaDoc
Scale-constrained00
Negative003 against PandaDoc
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where PandaDoc and QuoteWerks 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 | | |
PandaDoc QuoteWerks first choice named as an alternative argued againstblank: not namedEach cell is one answer, PandaDoc on the left and QuoteWerks on the right.The direct prompt
The plain question, one answer per model, grouped by where PandaDoc and QuoteWerks stood in it.
PandaDoc first, QuoteWerks not the choice
1 of 14 modelsQuoteWerks was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashPandaDoc alternatives: Conga Quotes, DealHub, Proposify, Zoho CPQ
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5DealHub alternatives: Conga CPQ, HubSpot Commerce Hub, PandaDoc, Qwoty
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
DeepSeek V4 FlashDealHub alternatives: Conga CPQ, HubSpot Commerce Hub, PandaDoc
Kimi K2DealHub alternatives: HubSpot Commerce Hub, PandaDoc
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniDealHub alternatives: Conga CPQ, Experlogix, Salesforce Revenue Cloud
Grok 4.20Conga CPQ alternatives: DealHub, HubSpot Commerce Hub, Salesforce Revenue Cloud
Mistral SmallDealHub, Salesforce Revenue Cloud alternatives: Conga CPQ
Llama 4 MaverickDealHub alternatives: HubSpot Commerce Hub, MonetizeNow, Salesforce Revenue Cloud
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
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
PandaDoc leads by forty-two points.
PandaDoc45%#1 of 11QuoteWerks4%#5 of 11Mid-marketThe figures above
PandaDoc leads by eleven points.
PandaDoc13%#2 of 12QuoteWerks2%#7 of 12Enterprise
The order flips: QuoteWerks leads at enterprise.
QuoteWerks2%#– of 11PandaDoc0%#– of 11What the models said about PandaDoc
No label in this category carried a quote.
What the models said about QuoteWerks
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
Also compared
DealHub vs PandaDocDealHub vs QuoteWerksPandaDoc vs HubSpot Commerce HubPandaDoc vs Salesforce Revenue CloudPandaDoc vs Conga CPQPandaDoc vs ProposifyHubSpot Commerce Hub vs QuoteWerksSalesforce Revenue Cloud vs QuoteWerksConga CPQ vs QuoteWerksProposify 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.