Three of twelve models named Proposify first on the direct prompt; zero named DealHub. Proposify was named by twelve of the twelve models and DealHub by eleven and Proposify carries 54 labels and DealHub 18, so the shares are not directly comparable.
Named in three categories this edition.
Named in six 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
“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
No label in this category carried a quote.
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.