Fourteen of fourteen models named PandaDoc first on the direct prompt; zero named Proposify. Both were named by all fourteen models and PandaDoc carries 71 labels and Proposify 58, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in ten categories this edition.
Named in five 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 proposal software page.
Across every category in the November 2026 Edition, PandaDoc and Proposify were named in the same answer 268 times, of the 598 answers naming PandaDoc and the 290 naming Proposify. In those answers Proposify took the first choice four times and PandaDoc 141.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“High Caution: PandaDoc ... Billing complaints: Multiple reports of unauthorized charges” Kimi K2 · negative prompt · hard negative
“PandaDoc is best for mid-market sales teams that need an all-in-one document workflow and is the most widely adopted proposal AI-powered sales platform in B2B” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“These tools have received negative feedback for buggy editors and clunky interfaces... Some reviews specifically warn against using them” Mistral Small · negative prompt · hard negative
“Tools with Buggy Editors or Clunky Interfaces (e.g., Proposify, Better Proposals)... Key Tools/Types to Avoid” Muse Glimmer 30B · negative prompt · hard negative
“Choose Proposify if you want tight control + strong proposal ops.” GPT-5.4 mini · comparative prompt · first choice
“I'd usually recommend PandaDoc or Proposify” GPT-5.4 mini · paraphrase 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.