Nine of twelve models named PandaDoc first on the direct prompt; three named Proposify. Both were named by all twelve models and PandaDoc carries 58 labels and Proposify 54, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in five 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 twelve 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.
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. Four of five in this category shown.
“Avoid: Tools like PandaDoc for government contracts, RFPs, or complex enterprise bids ... PandaDoc - Good for general sales proposals” GLM 4.7 FlashX · negative prompt · soft negative
“PandaDoc is currently the industry standard for mid-market businesses because it strikes the best balance between ease of use, functionality, and price.” Qwen 3.7 Flash · direct prompt · first choice
“Best for mid-market sales teams needing an all-in-one document workflow, it's the most widely adopted proposal AI-powered sales platform in B2B” Claude Haiku 4.5 · direct prompt · first choice
“Pick PandaDoc if you need one platform for proposals *and* contracts, NDAs, quotes, and other documents, with deep CRM integration.” DeepSeek V4 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Proposify — Multiple Critical Issues ... Proposify and SAP Ariba have the most severe and well-documented problems.” Kimi K2 · negative prompt · hard negative
“Frequent reports of poor customer service ... Trustpilot rating ~2.3/5; some call it "buggy and unusable."” Grok 4.1 Fast · negative prompt · hard negative
“Predatory billing practices - Charging after cancellation, making refunds nearly impossible” Mistral Small · negative prompt · hard negative
“my default pick would be Proposify if you want a balanced mix of proposal creation, approvals, tracking, and CRM-friendly workflow” GPT-5.4 mini · direct prompt · first choice
“For most mid-market B2B companies, Proposify or Qwilr are the strongest starting points” GLM 4.7 FlashX · direct prompt · first choice
“the best sales proposal and quote document tool for a mid-sized B2B company would be Proposify” Llama 4 Maverick · paraphrase prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.