RFP response software · November 2026 Edition
AutoRFP.ai vs Proposify
Zero of fourteen models named AutoRFP.ai first on the direct prompt; zero named Proposify. AutoRFP.ai was named by ten of the fourteen models and Proposify by thirteen and AutoRFP.ai carries 21 labels and Proposify 27, so the shares are not directly comparable.
Named in two categories this edition.
Named in five categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 11; printed, not drawn.
Labels2127A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, AutoRFP.ai 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 AutoRFP.ai · Loopio vs Proposify · PandaDoc vs AutoRFP.ai
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.
AutoRFP.aiFirst choices, of fourteen modelsProposify
Direct001 against AutoRFP.ai · 1 against Proposify
Paraphrase01
Comparative002 against Proposify
Budget-constrained102 against AutoRFP.ai
Scale-constrained00
Negative001 against AutoRFP.ai · 5 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 AutoRFP.ai and Proposify 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 4.20 | | | | | | |
| 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 Proposify first choice named as an alternative argued againstblank: not namedEach cell is one answer, AutoRFP.ai on the left and Proposify on the right.The direct prompt
The plain question, one answer per model, grouped by where AutoRFP.ai and Proposify stood in it.
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Loopio, Steerlab alternatives: AutoRFP.ai, SiftHub
Gemini 3.5 FlashLoopio alternatives: AutoRFP.ai, Inventive AI, QorusDocs, Responsive
Grok 4.20Loopio alternatives: PandaDoc, Proposify, Qwilr, Responsive
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniLoopio alternatives: Responsive, Upland Qvidian
Perplexity SonarLoopio alternatives: RequestFX, Responsive, Steerlab
Mistral SmallLoopio alternatives: Responsive, Upland Qvidian
DeepSeek V4 FlashLoopio, Responsive alternatives: PandaDoc
Llama 4 Maverickno first choice
Qwen 3.7 FlashLoopio alternatives: CQ Core, Responsive, Upland Qvidian
Kimi K2Loopio, Responsive alternatives: PandaDoc
GLM 4.7 FlashXLoopio, Responsive alternatives: Better Proposals, eBuyerAssist Platform
MiniMax M2.5Responsive alternatives: Loopio, PandaDoc
GPT-6 LunaLoopio alternatives: Responsive
Muse Glimmer 30BLoopio, Responsive alternatives: Upland Qvidian
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
AutoRFP.ai leads by two points.
AutoRFP.ai2%#6 of 12Proposify0%#10 of 12Mid-marketThe figures above
Level: the same share of first choices.
AutoRFP.ai2%#6 of 11Proposify2%#7 of 11Enterprise
AutoRFP.ai leads by sixteen points.
AutoRFP.ai16%#2 of 10Proposify0%#– 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. Six of eight in this category shown.
“Avoid enterprise tools like Responsive (formerly RFPIO), Loopio, or full AutoRFP.ai” Grok 4.20 · budget prompt · hard negative
“often heavy on marketing claims, but users report it struggles with complex, multi-format compliance matrices” DeepSeek V4 Flash · negative prompt · soft negative
“pricing is reportedly about $899/month, so it is less suitable for a tight budget” Perplexity Sonar · budget prompt · soft negative
“AutoRFP.ai offers flexible, transparent pricing and project-based plans suitable for variable workloads” Gemini 3.5 Flash · budget prompt · first choice
“Choose AutoRFP.ai or Inventive AI when speed and low implementation effort matter more than deep governance.” Perplexity Sonar · comparative prompt · alternative
“AutoRFP.ai and Inventive AI are the strongest starting points because they are fast, affordable, and easy to run” Claude Haiku 4.5 · budget prompt · alternative
What the models said about Proposify
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Tools like Proposify and PandaDoc are primarily designed for general proposal creation and lack the specialized features required for RFP response management” Muse Glimmer 30B · negative prompt · hard negative
“These are primarily sales proposal tools and are not designed for the specific workflows and compliance needs of RFP responses.” Mistral Small · negative prompt · hard negative
“1. Proposify (Most Popular for Mid-Market)” Claude Haiku 4.5 · paraphrase prompt · first choice
Also compared
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.