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RFP response software · November 2026 Edition

DeepRFP vs AutoRFP.ai

Zero of fourteen models named DeepRFP first on the direct prompt; zero named AutoRFP.ai. DeepRFP was named by ten of the fourteen models and AutoRFP.ai by ten and DeepRFP carries 13 labels and AutoRFP.ai 21, so the shares are not directly comparable.

DeepRFP

accepted challenger

Named in one category this edition.

AutoRFP.ai

accepted challenger

Named in two categories this edition.

First-choice share6%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%19%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 11; printed, not drawn.
Labels1321A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, DeepRFP 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 DeepRFP · Loopio vs AutoRFP.ai · PandaDoc vs DeepRFP

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.
DeepRFPFirst choices, of fourteen modelsAutoRFP.ai
Direct001 against AutoRFP.ai
Paraphrase00
Comparative00
Budget-constrained311 against DeepRFP · 2 against AutoRFP.ai
Scale-constrained00
Negative001 against AutoRFP.ai
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.

Across every category in the November 2026 Edition, DeepRFP and AutoRFP.ai were named in the same answer twenty times, of the 42 answers naming DeepRFP and the 86 naming AutoRFP.ai. In those answers AutoRFP.ai took the first choice three times and DeepRFP one.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where DeepRFP and AutoRFP.ai stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
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

The plain question, one answer per model, grouped by where DeepRFP and AutoRFP.ai stood in it.

Neither was the first choice, one was named

2 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

Neither was named

12 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
Grok 4.20Loopio alternatives: PandaDoc, Proposify, Qwilr, Responsive
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
DeepRFP leads by nine points.
DeepRFP11%#3 of 12
AutoRFP.ai2%#6 of 12
The full small business standing →
Mid-marketThe figures above
DeepRFP leads by four points.
DeepRFP6%#5 of 11
AutoRFP.ai2%#6 of 11
The full mid-market standing →
Enterprise
The order flips: AutoRFP.ai leads at enterprise.
AutoRFP.ai16%#2 of 10
DeepRFP0%#– of 10
The full enterprise standing →

What the models said about DeepRFP

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“another low-cost option mentioned for freelancers and very small teams, though I'd verify fit carefully before buying” GPT-5.4 mini · budget prompt · soft negative
“The best RFP response software for a company with a limited budget is DeepRFP, as it is a cheaper entry for small teams” Llama 4 Maverick · budget prompt · first choice
“Built specifically for small business owners and lean proposal teams who don't want complex enterprise setups” Gemini 3.5 Flash · budget prompt · first choice
“Tightest budget + need AI help: Start with DeepRFP's free trial.” 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. 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
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.