Zero of fourteen models named Better Proposals first on the direct prompt; one named DealHub. Better Proposals was named by fourteen of the fourteen models and DealHub by eleven and Better Proposals carries 35 labels and DealHub 15, 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.
| 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 seven in this category shown.
“Why to avoid: Users frequently complain that the software is "terrible" and "complicated."” GLM 4.7 FlashX · negative prompt · hard negative
“This tool consistently shows the most negative feedback across platforms” DeepSeek V4 Flash · negative prompt · hard negative
“I didn’t pull a current official pricing/features page in this pass, so I’d be cautious about specifics without checking their site directly.” GPT-5.4 mini · comparative prompt · soft negative
“Prospero at ~$12/mo annual and Better Proposals at $13/mo annual are the most commonly cited best value paid options.” Muse Glimmer 30B · budget prompt · first choice
“For a budget under $300/month, Better Proposals or Prospero are recommended options” Claude Haiku 4.5 · budget prompt · first choice
“PandaDoc and Better Proposals are often recommended as the best options” Mistral Small · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If your mid-market definition involves high deal complexity, multi-product catalogs, or strict margin controls, DealHub is often the top choice.” Qwen 3.7 Flash · direct 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.