One of fourteen models named AutoRFP.ai first on the direct prompt; zero named 1up. AutoRFP.ai was named by eleven of the fourteen models and 1up by eight and AutoRFP.ai carries 21 labels and 1up 11, so the shares are not directly comparable.
Named in two 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 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, AutoRFP.ai and 1up were named in the same answer ten times, of the 76 answers naming AutoRFP.ai and the 26 naming 1up. In those answers 1up took the first choice zero times and AutoRFP.ai 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. Four of five in this category shown.
“priced out of AutoRFP.ai's $899/month Scale plan” DeepSeek V4 Flash · budget prompt · soft negative
“points to Loopio and AutoRFP.ai as the top two contenders for this specific segment” Qwen 3.7 Flash · direct prompt · first choice
“Best for: High-growth SaaS and financial services companies requiring extreme accuracy and source transparency.” Gemini 3.5 Flash · direct prompt · alternative
“Prioritize tools like Loopio, Responsive, or AI-native ones (e.g., 1up, AutoRFP.ai) with proven traceability.” Grok 4.1 Fast · negative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best budget-friendly pick: 1up” GPT-6 Luna · budget prompt · first choice
“Prioritize tools like Loopio, Responsive, or AI-native ones (e.g., 1up, AutoRFP.ai) with proven traceability.” Grok 4.1 Fast · negative prompt · alternative
“1up or AutoRFP.ai if you want lightweight AI assistance without a heavy admin burden.” Perplexity Sonar · 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.