# PandaDoc vs Loopio: which do AI models recommend for proposals, September 2026

GTM AI Recommendation Index, September 2026 Edition, Proposal software. Nine of twelve models named PandaDoc first on the direct prompt; zero named Loopio. Page: https://gtm-ai-index.com/revops/proposal-software/pandadoc-vs-loopio/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| PandaDoc | 49% | #1 of 10 | 17% | 58 | 12 of 12 |
| Loopio | 2% | #6 of 10 | 11% | 18 | 9 of 12 |

## The direct prompt, model by model

- Claude Haiku 4.5: pandadoc first (first choices: PandaDoc) (alternatives: ClientPoint, DealHub, Proposable)
- Gemini 3.5 Flash: pandadoc first (first choices: PandaDoc) (alternatives: GetAccept, Loopio, Proposify, Qwilr, SiftHub, Trumpet)
- Perplexity Sonar: pandadoc first (first choices: PandaDoc) (alternatives: Proposify)
- Grok 4.1 Fast: pandadoc first (first choices: PandaDoc) (alternatives: GetAccept, Proposify)
- Mistral Small: pandadoc first (first choices: PandaDoc) (alternatives: GetAccept, Proposify, Qwilr)
- DeepSeek V4 Flash: pandadoc first (first choices: PandaDoc) (alternatives: DealHub, Loopio, Proposify, Qwilr)
- Qwen 3.7 Flash: pandadoc first (first choices: PandaDoc) (alternatives: Loopio, Proposify, Qwilr)
- Kimi K2: pandadoc first (first choices: PandaDoc, Qwilr) (alternatives: Proposify)
- MiniMax M2.5: pandadoc first (first choices: PandaDoc) (alternatives: Proposify, Qwilr)
- Llama 4 Maverick: neither first, one named (first choices: Proposify) (alternatives: Loopio, PandaDoc, Qwilr)
- GLM 4.7 FlashX: neither first, one named (first choices: Proposify, Qwilr) (alternatives: PandaDoc)
- GPT-5.4 mini: neither named (first choices: Proposify) (alternatives: Better Proposals, Quoter)

## What the models said about PandaDoc

- "Avoid: Tools like PandaDoc for government contracts, RFPs, or complex enterprise bids ... PandaDoc - Good for general sales proposals" (GLM 4.7 FlashX, negative prompt, soft negative)
- "PandaDoc is currently the industry standard for mid-market businesses because it strikes the best balance between ease of use, functionality, and price." (Qwen 3.7 Flash, direct prompt, first choice)
- "Best for mid-market sales teams needing an all-in-one document workflow, it's the most widely adopted proposal AI-powered sales platform in B2B" (Claude Haiku 4.5, direct prompt, first choice)
- "Pick PandaDoc if you need one platform for proposals *and* contracts, NDAs, quotes, and other documents, with deep CRM integration." (DeepSeek V4 Flash, comparative prompt, first choice)

## What the models said about Loopio

- "Choose Loopio only if RFPs are central to your sales process — it's overkill for standard proposals." (Kimi K2, direct prompt, soft negative)
- "notoriously expensive ($$$) and require weeks of training and configuration" (Qwen 3.7 Flash, negative prompt, soft negative)
- "Loopio is often recommended for mid-market teams (50–300 RFPs/year), priced around $25K–$75K/year" (DeepSeek V4 Flash, scale prompt, first choice)
- "invest in Enterprise Response Management systems like Responsive (formerly RFPIO) or Loopio" (Gemini 3.5 Flash, negative prompt, alternative)
- "If you answer security questionnaires or complex RFPs, go with SiftHub or Loopio." (Gemini 3.5 Flash, comparative prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.