# Loopio vs Responsive: which do AI models recommend for RFP response, October 2026

GTM AI Recommendation Index, October 2026 Edition, RFP response software. Ten of fourteen models named Loopio first on the direct prompt; three named Responsive. Page: https://gtm-ai-index.com/sales/rfp-response-software/loopio-vs-responsive/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Loopio | 25% | #1 of 10 | 16% | 56 | 14 of 14 |
| Responsive | 14% | #3 of 10 | 20% | 46 | 14 of 14 |

## The direct prompt, model by model

- Mistral Small: both first (first choices: Loopio, Responsive) (alternatives: Expedience Proposal Software, Proposify)
- MiniMax M2.5: both first (first choices: Loopio, Responsive) (alternatives: SiftHub, Upland Qvidian)
- GPT-5.4 mini: loopio first (first choices: Loopio) (alternatives: Responsive)
- Perplexity Sonar: loopio first (first choices: Loopio) (alternatives: Responsive)
- DeepSeek V4 Flash: loopio first (first choices: Loopio) (alternatives: AutoRFP.ai, Proposify, QorusDocs, Responsive)
- Qwen 3.7 Flash: loopio first (first choices: AutoRFP.ai, Loopio) (alternatives: Qwilr, Upland Qvidian)
- Kimi K2: loopio first (first choices: Loopio) (alternatives: AutoRFP.ai, PandaDoc, Responsive)
- GLM 4.7 FlashX: loopio first (first choices: Loopio) (alternatives: Responsive, Upland Qvidian)
- GPT-6 Luna: loopio first (first choices: Loopio) (alternatives: Responsive)
- Muse Glimmer 30B: loopio first (first choices: Loopio) (alternatives: AutoRFP.ai, Responsive)
- Grok 4.1 Fast: responsive first (first choices: Responsive) (alternatives: Loopio)
- Claude Haiku 4.5: neither first, one named (first choices: Tribble) (alternatives: AutoRFP.ai, Loopio, Steerlab)
- Gemini 3.5 Flash: neither first, one named (first choices: Tribble) (alternatives: AutoRFP.ai, Loopio, Steerlab)
- Llama 4 Maverick: neither named (first choices: Expedience Proposal Software) (alternatives: AutoRFP.ai, Conveyor)

## What the models said about Loopio

- "Loopio specifically called out as "not AI-native"—built in 2014 with AI added around 2021" (Kimi K2, negative prompt, hard negative)
- "The answers Magic populates are surface-level at best, and the feature fails to generate responses for complex RFP requirements and often needs a lot of manual editing." (Claude Haiku 4.5, negative prompt, soft negative)
- "Full-blown enterprise RFP suites (like Loopio or Responsive) typically start at $10,000–$20,000+ per year, which is out of reach" (DeepSeek V4 Flash, budget prompt, soft negative)
- "Best for structured proposal teams with dedicated content managers who need a strong content library, easier content reuse, and reliable customer support." (Claude Haiku 4.5, comparative prompt, first choice)
- "Widely regarded as the most intuitive interface with the lowest learning curve. Teams can often be onboarded in days rather than months." (Qwen 3.7 Flash, comparative prompt, first choice)
- "mainstream platforms (like Responsive/RFPIO, Loopio, or AI-first startups like 1up.ai or Tribble) are ideal" (Gemini 3.5 Flash, scale prompt, first choice)

## What the models said about Responsive

- "Be Cautious With: Responsive (formerly RFPIO) ... This is the most criticized major platform based on consistent negative feedback" (Qwen 3.7 Flash, negative prompt, hard negative)
- "The AI assistant that generates RFP responses isn't always reliable, and users say it often repeats content from the library instead of creating accurate, tailored answers." (Claude Haiku 4.5, negative prompt, soft negative)
- "It has a very steep learning curve and can be intimidating for casual SME reviewers. Implementation can take anywhere from 1 to 2 months." (Gemini 3.5 Flash, direct prompt, soft negative)
- "Shortlist 3-5 Tools: Responsive (enterprise-grade collaboration), Loopio (content-focused), Arphie/1up (AI-heavy for speed), Upland Qvidian (analytics-rich)." (Grok 4.1 Fast, scale prompt, first choice)
- "mainstream platforms (like Responsive/RFPIO, Loopio, or AI-first startups like 1up.ai or Tribble) are ideal" (Gemini 3.5 Flash, scale prompt, first choice)
- "focus on those specifically designed for RFP workflows like Loopio, Responsive (formerly RFPIO), or Qvidian" (MiniMax M2.5, negative prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.