PandaDoc vs QuoteWerks
Zero of fourteen models named PandaDoc first on the direct prompt; zero named QuoteWerks. PandaDoc was named by thirteen of the fourteen models and QuoteWerks by eleven and PandaDoc carries 41 labels and QuoteWerks 23, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in seven categories 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.
By framing
PandaDocFirst choices, of fourteen modelsQuoteWerks
Across every category in the October 2026 Edition, PandaDoc and QuoteWerks were named in the same answer eighty times, of the 559 answers naming PandaDoc and the 88 naming QuoteWerks. In those answers QuoteWerks took the first choice eight times and PandaDoc thirty-one.
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 | | |
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
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 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
PandaDoc45%#1 of 10QuoteWerks14%#2 of 10QuoteWerks2%#– of 9PandaDoc0%#9 of 9What 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. Four of five in this category shown.
“Avoid SMB-only like QuoteWerks.” Grok 4.20 · scale prompt · hard negative
“QuoteWerks is the best budget pick in the results: it is described as affordable for small sales teams” Perplexity Sonar · budget prompt · first choice
“PandaDoc from ~$19/mo and QuoteWerks from ~$15/mo are the starting points most analysts point to.” Muse Glimmer 30B · budget prompt · first choice
“I'd recommend QuoteWerks because: Lowest entry price ($15/mo)” MiniMax M2.5 · budget 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.