RFP response software · October 2026 Edition
Proposify vs AutoRFP.ai
Zero of fourteen models named Proposify first on the direct prompt; one named AutoRFP.ai. Proposify was named by fourteen of the fourteen models and AutoRFP.ai by eleven and Proposify carries 32 labels and AutoRFP.ai 21, so the shares are not directly comparable.
Named in six categories this edition.
Named in two categories this edition.
First-choice share5%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate28%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 10; printed, not drawn.
Labels3221A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Proposify reading right to left. Rank and label count are printed, not drawn.Loopio was named alongside these two in thirteen of the fourteen direct answers. Loopio vs Proposify · Loopio vs AutoRFP.ai · PandaDoc vs Proposify
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ProposifyFirst choices, of fourteen modelsAutoRFP.ai
Direct011 against Proposify
Paraphrase30
Comparative001 against Proposify
Budget-constrained001 against AutoRFP.ai
Scale-constrained00
Negative007 against Proposify
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Proposify and AutoRFP.ai stood in it.
| 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 | | |
Proposify AutoRFP.ai first choice named as an alternative argued againstblank: not namedEach cell is one answer, Proposify on the left and AutoRFP.ai on the right.The direct prompt
The plain question, one answer per model, grouped by where Proposify and AutoRFP.ai stood in it.
AutoRFP.ai first, Proposify not the choice
1 of 14 modelsProposify was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashAutoRFP.ai, Loopio alternatives: Qwilr, Upland Qvidian
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Tribble alternatives: AutoRFP.ai, Loopio, Steerlab
Gemini 3.5 FlashTribble alternatives: AutoRFP.ai, Loopio, Steerlab
Mistral SmallLoopio, Responsive alternatives: Expedience Proposal Software, Proposify
DeepSeek V4 FlashLoopio alternatives: AutoRFP.ai, Proposify, QorusDocs, Responsive
Llama 4 MaverickExpedience Proposal Software alternatives: AutoRFP.ai, Conveyor
Kimi K2Loopio alternatives: AutoRFP.ai, PandaDoc, Responsive
Muse Glimmer 30BLoopio alternatives: AutoRFP.ai, Responsive
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniLoopio alternatives: Responsive
Perplexity SonarLoopio alternatives: Responsive
Grok 4.1 FastResponsive alternatives: Loopio
GLM 4.7 FlashXLoopio alternatives: Responsive, Upland Qvidian
MiniMax M2.5Loopio, Responsive alternatives: SiftHub, Upland Qvidian
GPT-6 LunaLoopio alternatives: Responsive
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Proposify leads by two points.
Proposify4%#5 of 14AutoRFP.ai2%#8 of 14Mid-marketThe figures above
Proposify leads by four points.
Proposify5%#5 of 10AutoRFP.ai2%#6 of 10Enterprise
The order flips: AutoRFP.ai leads at enterprise.
AutoRFP.ai10%#3 of 8Proposify0%#8 of 8What the models said about Proposify
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
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
Also compared
Loopio vs ProposifyLoopio vs AutoRFP.aiPandaDoc vs ProposifyPandaDoc vs AutoRFP.aiResponsive vs ProposifyResponsive vs AutoRFP.aiDeepRFP vs ProposifyDeepRFP vs AutoRFP.aiProposify vs 1upProposify vs QwilrAutoRFP.ai vs 1upAutoRFP.ai vs QwilrAll twenty-eight head-to-head pages and the full RFP response standing
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.