Fourteen of fourteen models named PandaDoc first on the direct prompt; zero named Better Proposals. Both were named by all fourteen models and PandaDoc carries 71 labels and Better Proposals 42, 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.
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 Better Proposals were named in the same answer 117 times, of the 598 answers naming PandaDoc and the 133 naming Better Proposals. In those answers Better Proposals took the first choice nine times and PandaDoc seventy-one.
| 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. Six of eight in this category shown.
“False advertising complaints: Users report the company advertises CRM integrations ... that don't actually work” DeepSeek V4 Flash · negative prompt · hard negative
“also mentioned in the GTM AI Index as having a negative share and being part of the "Key Tools/Types to Avoid"” Llama 4 Maverick · negative prompt · hard negative
“These tools have received negative feedback for buggy editors and clunky interfaces” Mistral Small · negative prompt · hard negative
“Prospero and Better Proposals offer the best combination of affordability and features” Claude Haiku 4.5 · budget prompt · first choice
“Better Proposals is often the best value pick for a small company because it starts low” GPT-5.4 mini · budget prompt · first choice
“Better Proposals ($13/month) - if simplicity is priority” 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.