Better Proposals vs Loopio
Zero of twelve models named Better Proposals first on the direct prompt; zero named Loopio. Better Proposals was named by twelve of the twelve models and Loopio by nine and Better Proposals carries 34 labels and Loopio 18, so the shares are not directly comparable.
Named in one category 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.
By framing
Better ProposalsFirst choices, of twelve modelsLoopio
Across every category in the September 2026 Edition, Better Proposals and Loopio were named in the same answer thirty times, of the 100 answers naming Better Proposals and the 62 naming Loopio. In those answers Loopio took the first choice six times and Better Proposals five.
Every model, every framing
| 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 | |
Better Proposals Loopio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Better Proposals on the left and Loopio on the right.The direct prompt
Neither was the first choice, one was named
5 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Better Proposals13%#2 of 10Loopio0%#10 of 10Better Proposals2%#4 of 10Loopio2%#6 of 10Loopio4%#6 of 10Better Proposals2%#8 of 10What the models said about Better Proposals
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
What the models said about Loopio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Choose Loopio only if RFPs are central to your sales process — it's overkill for standard proposals.” Kimi K2 · direct prompt · soft negative
“notoriously expensive ($$$) and require weeks of training and configuration” Qwen 3.7 Flash · negative prompt · soft negative
“Loopio is often recommended for mid-market teams (50–300 RFPs/year), priced around $25K–$75K/year” DeepSeek V4 Flash · scale prompt · first choice
“invest in Enterprise Response Management systems like Responsive (formerly RFPIO) or Loopio” Gemini 3.5 Flash · negative prompt · alternative
“If you answer security questionnaires or complex RFPs, go with SiftHub or Loopio.” Gemini 3.5 Flash · comparative 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.