PandaDoc vs Responsive
Zero of fourteen models named PandaDoc first on the direct prompt; five named Responsive. Both were named by all fourteen models and PandaDoc carries 35 labels and Responsive 60, so the shares are not directly comparable.
South San Francisco, United States, founded 2013. Named in ten categories this edition.
founded 2015. Named in two 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
PandaDocFirst choices, of fourteen modelsResponsive
Across every category in the November 2026 Edition, PandaDoc and Responsive were named in the same answer 142 times, of the 598 answers naming PandaDoc and the 249 naming Responsive. In those answers Responsive took the first choice thirty-five times and PandaDoc forty-five.
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 4.20 | | | | | | |
| 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 Responsive first choice named as an alternative argued againstblank: not namedEach cell is one answer, PandaDoc on the left and Responsive on the right.The direct prompt
Responsive first, PandaDoc an alternative
5 of 14 modelsPandaDoc was named in the answer but not as the choice, or not at all.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.Neither was named
2 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
PandaDoc30%#1 of 12Responsive2%#8 of 12PandaDoc20%#2 of 11Responsive11%#3 of 11Responsive60%#1 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 Responsive
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Responsive (formerly RFPIO) - Multiple users report: Complicated UI with non-intuitive features - Steep learning curve (71+ mentions on G2)” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid enterprise platforms such as Responsive, Loopio, or Qvidian until proposal volume and revenue justify custom-priced software” Perplexity Sonar · budget prompt · hard negative
“Avoid for mid-sized: Enterprise tools like Responsive (better for large corps with dedicated RFP teams)” Grok 4.20 · paraphrase prompt · hard negative
“Prefer specialized RFP response platforms ... (e.g., Responsive/formerly RFPIO, Loopio, or alternatives like RocketDocs, Tribble, or AutoRFP.ai)” Grok 4.20 · negative prompt · first choice
“the two names that consistently top the lists for RFP response / Strategic Response Management are Responsive, formerly RFPIO, and Loopio” Muse Glimmer 30B · direct prompt · first choice
“Responsive is one of the most comprehensive platforms on the market... Unmatched scalability and governance for large organizations” Gemini 3.5 Flash · comparative 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.