Zero of fourteen models named Better Proposals first on the direct prompt; zero named Proposify. Both were named by all fourteen models and Better Proposals carries 42 labels and Proposify 58, so the shares are not directly comparable.
Named in three 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, Better Proposals and Proposify were named in the same answer ninety-eight times, of the 133 answers naming Better Proposals and the 290 naming Proposify. In those answers Proposify took the first choice two times and Better Proposals six.
| 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. 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
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.