DeepRFP vs AutoRFP.ai
Zero of fourteen models named DeepRFP first on the direct prompt; one named AutoRFP.ai. DeepRFP was named by eight of the fourteen models and AutoRFP.ai by eleven and DeepRFP carries 10 labels and AutoRFP.ai 21, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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.
By framing
DeepRFPFirst choices, of fourteen modelsAutoRFP.ai
Across every category in the October 2026 Edition, DeepRFP and AutoRFP.ai were named in the same answer seventeen times, of the 38 answers naming DeepRFP and the 76 naming AutoRFP.ai. In those answers AutoRFP.ai took the first choice one time and DeepRFP seven.
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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | |
DeepRFP AutoRFP.ai first choice named as an alternative argued againstblank: not namedEach cell is one answer, DeepRFP on the left and AutoRFP.ai on the right.The direct prompt
AutoRFP.ai first, DeepRFP not the choice
1 of 14 modelsDeepRFP was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 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
DeepRFP16%#2 of 14AutoRFP.ai2%#8 of 14AutoRFP.ai10%#3 of 8DeepRFP0%#– of 8What the models said about DeepRFP
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The best RFP response software for a company with a limited budget is DeepRFP, as it is the low-friction choice for freelancers or very small teams on a tight budget.” Llama 4 Maverick · budget prompt · first choice
“DeepRFP and iQuoteXpress offer the most transparent, truly affordable pricing for budget-conscious companies.” Claude Haiku 4.5 · budget prompt · first choice
“My recommendation: Start with DeepRFP or BreezeDocs if you need AI assistance” Kimi K2 · budget prompt · first choice
What the models said about AutoRFP.ai
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
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.