RFP response software · November 2026 Edition
PandaDoc vs AutoRFP.ai
Zero of fourteen models named PandaDoc first on the direct prompt; zero named AutoRFP.ai. PandaDoc was named by fourteen of the fourteen models and AutoRFP.ai by ten and PandaDoc carries 35 labels and AutoRFP.ai 21, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in ten categories this edition.
Named in two categories this edition.
First-choice share20%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate26%19%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 11; printed, not drawn.
Labels3521A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, PandaDoc 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 PandaDoc · Loopio vs AutoRFP.ai · PandaDoc vs Responsive
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.
PandaDocFirst choices, of fourteen modelsAutoRFP.ai
Direct001 against AutoRFP.ai
Paraphrase110
Comparative003 against PandaDoc
Budget-constrained012 against AutoRFP.ai
Scale-constrained001 against PandaDoc
Negative005 against PandaDoc · 1 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where PandaDoc 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 4.20 | | | | | | |
| 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 | | | |
PandaDoc AutoRFP.ai first choice named as an alternative argued againstblank: not namedEach cell is one answer, PandaDoc on the left and AutoRFP.ai on the right.The direct prompt
The plain question, one answer per model, grouped by where PandaDoc and AutoRFP.ai stood in it.
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.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
DeepSeek V4 FlashLoopio, Responsive alternatives: PandaDoc
Kimi K2Loopio, Responsive alternatives: PandaDoc
MiniMax M2.5Responsive alternatives: Loopio, PandaDoc
Neither was named
8 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
Llama 4 Maverickno first choice
Qwen 3.7 FlashLoopio alternatives: CQ Core, Responsive, Upland Qvidian
GLM 4.7 FlashXLoopio, Responsive alternatives: Better Proposals, eBuyerAssist Platform
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
PandaDoc leads by twenty-eight points.
PandaDoc30%#1 of 12AutoRFP.ai2%#6 of 12Mid-marketThe figures above
PandaDoc leads by nineteen points.
PandaDoc20%#2 of 11AutoRFP.ai2%#6 of 11Enterprise
The order flips: AutoRFP.ai leads at enterprise.
AutoRFP.ai16%#2 of 10PandaDoc4%#5 of 10What the models said about PandaDoc
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“primarily sales proposal tools and are not designed for the specific workflows and compliance needs of RFP responses” Mistral Small · negative prompt · hard negative
“Proposify and PandaDoc are proposal tools rather than RFP tools and the difference matters.” Muse Glimmer 30B · negative prompt · hard negative
“Start with PandaDoc if you need a general sales proposal tool—it offers the best combination of functionality, integrations, and price for growing teams.” Kimi K2 · paraphrase prompt · first choice
“PandaDoc is the most frequently recommended default because of its mid-market G2 leadership, CRM integration depth and proposal-to-contract coverage.” Muse Glimmer 30B · 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. 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.