AutoRFP.ai vs Qwilr
One of fourteen models named AutoRFP.ai first on the direct prompt; zero named Qwilr. AutoRFP.ai was named by eleven of the fourteen models and Qwilr by ten and AutoRFP.ai carries 21 labels and Qwilr 13, so the shares are not directly comparable.
Named in two categories this edition.
Redfern, Australia, founded 2014. 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.
By framing
AutoRFP.aiFirst choices, of fourteen modelsQwilr
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 | | |
AutoRFP.ai Qwilr first choice named as an alternative argued againstblank: not namedEach cell is one answer, AutoRFP.ai on the left and Qwilr on the right.The direct prompt
AutoRFP.ai first, Qwilr an alternative
1 of 14 modelsQwilr 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
AutoRFP.ai2%#8 of 14Qwilr0%#12 of 14AutoRFP.ai2%#6 of 10Qwilr2%#8 of 10What 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
What the models said about Qwilr
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“I'd recommend starting with PandaDoc or Qwilr” GLM 4.7 FlashX · 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.