Three of twelve models named Proposify first on the direct prompt; zero named Better Proposals. Both were named by all twelve models and Proposify carries 54 labels and Better Proposals 34, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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.
Across every category in the September 2026 Edition, Proposify and Better Proposals were named in the same answer eighty-seven times, of the 185 answers naming Proposify and the 100 naming Better Proposals. In those answers Better Proposals took the first choice thirteen times and Proposify 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 4.1 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Better Proposals — Highest Concern ... Vendor lock-in / data hostage ... Fake/misleading integrations” DeepSeek V4 Flash · negative prompt · hard negative
“HIGH RISK - Avoid These Tools ... 1. Better Proposals” Mistral Small · negative prompt · hard negative
“some users have raised ethical concerns in reviews regarding how the company handled early adopters who pre-paid for lifetime accounts” Gemini 3.5 Flash · negative prompt · soft negative
“the best choice is usually Better Proposals if you want a focused proposal tool” Perplexity Sonar · budget prompt · first choice
“Better Proposals is an industry favorite. * The Catch: The budget-friendly Starter plan caps you at 5 active proposals” Gemini 3.5 Flash · budget prompt · alternative
“Best for freelancers: Better Proposals ($13–$21/month) - combines proposals, signatures, and payments.” GLM 4.7 FlashX · budget prompt · alternative
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.