Responsive vs AutoRFP.ai
Five of fourteen models named Responsive first on the direct prompt; zero named AutoRFP.ai. Responsive was named by fourteen of the fourteen models and AutoRFP.ai by ten and Responsive carries 60 labels and AutoRFP.ai 21, so the shares are not directly comparable.
founded 2015. Named in two categories this edition.
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
ResponsiveFirst choices, of fourteen modelsAutoRFP.ai
Across every category in the November 2026 Edition, Responsive and AutoRFP.ai were named in the same answer seventy-four times, of the 249 answers naming Responsive and the 86 naming AutoRFP.ai. In those answers AutoRFP.ai took the first choice thirteen times and Responsive twenty-eight.
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 | | | | |
Responsive AutoRFP.ai first choice named as an alternative argued againstblank: not namedEach cell is one answer, Responsive on the left and AutoRFP.ai on the right.The direct prompt
Responsive first, AutoRFP.ai not the choice
5 of 14 modelsAutoRFP.ai was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
Responsive2%#8 of 12AutoRFP.ai2%#6 of 12Responsive11%#3 of 11AutoRFP.ai2%#6 of 11Responsive60%#1 of 10AutoRFP.ai16%#2 of 10What 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
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
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.