Ten of fourteen models named Loopio first on the direct prompt; zero named Proposify. Both were named by all fourteen models and Loopio carries 56 labels and Proposify 32, 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 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 RFP response software page.
Across every category in the October 2026 Edition, Loopio and Proposify were named in the same answer ninety-seven times, of the 234 answers naming Loopio and the 287 naming Proposify. In those answers Proposify took the first choice two times and Loopio twenty-one.
| 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 | ||||||
| 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.
“Loopio specifically called out as "not AI-native"—built in 2014 with AI added around 2021” Kimi K2 · negative prompt · hard negative
“The answers Magic populates are surface-level at best, and the feature fails to generate responses for complex RFP requirements and often needs a lot of manual editing.” Claude Haiku 4.5 · negative prompt · soft negative
“Full-blown enterprise RFP suites (like Loopio or Responsive) typically start at $10,000–$20,000+ per year, which is out of reach” DeepSeek V4 Flash · budget prompt · soft negative
“Best for structured proposal teams with dedicated content managers who need a strong content library, easier content reuse, and reliable customer support.” Claude Haiku 4.5 · comparative prompt · first choice
“Widely regarded as the most intuitive interface with the lowest learning curve. Teams can often be onboarded in days rather than months.” Qwen 3.7 Flash · comparative prompt · first choice
“mainstream platforms (like Responsive/RFPIO, Loopio, or AI-first startups like 1up.ai or Tribble) are ideal” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“General proposal tools like Proposify and PandaDoc: These excel at sales proposals but fall short for true RFPs.” Grok 4.1 Fast · negative prompt · hard negative
“Proposify and PandaDoc - They are proposal tools rather than RFP tools, and the difference matters.” Llama 4 Maverick · negative prompt · hard negative
“Proposify and PandaDoc are frequently cited as problematic choices for RFP response work” Kimi K2 · negative prompt · hard negative
“I'd generally recommend Proposify as the default choice.” GPT-5.4 mini · paraphrase prompt · first choice
“I'd recommend Proposify as the default choice” Perplexity Sonar · paraphrase prompt · first choice
“Start with Proposify for sales proposals” GPT-6 Luna · 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.