# PandaDoc vs Ironclad: which do AI models recommend for CLM, October 2026

GTM AI Recommendation Index, October 2026 Edition, Contract lifecycle management and e-signature. Zero of fourteen models named PandaDoc first on the direct prompt; five named Ironclad. Page: https://gtm-ai-index.com/revops/contract-lifecycle-management-and-e-signature/pandadoc-vs-ironclad/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| PandaDoc | 23% | #1 of 15 | 6% | 35 | 14 of 14 |
| Ironclad | 15% | #4 of 15 | 20% | 59 | 14 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: ironclad first (first choices: Ironclad) (alternatives: Conga CLM, DocuSign CLM)
- Gemini 3.5 Flash: ironclad first (first choices: Ironclad) (alternatives: Gatekeeper, Juro, LinkSquares)
- Grok 4.20: ironclad first (first choices: Ironclad) (alternatives: Concord, Juro)
- MiniMax M2.5: ironclad first (first choices: Concord, Ironclad, Juro) (alternatives: DocuSign CLM, PandaDoc)
- Muse Glimmer 30B: ironclad first (first choices: Ironclad) (alternatives: Agiloft, Concord)
- Claude Haiku 4.5: neither first, one named (first choices: Concord) (alternatives: Ironclad, LinkSquares)
- Perplexity Sonar: neither first, one named (first choices: Juro) (alternatives: Ironclad, Oneflow)
- Mistral Small: neither first, one named (first choices: Concord) (alternatives: Conga CLM, Ironclad)
- DeepSeek V4 Flash: neither first, one named (first choices: Juro) (alternatives: Concord, DocuSign CLM, LinkSquares, PandaDoc)
- Qwen 3.7 Flash: neither first, one named (first choices: Juro) (alternatives: Ironclad, PandaDoc)
- Kimi K2: neither first, one named (first choices: DocuSign CLM) (alternatives: Concord, Ironclad, LinkSquares)
- GLM 4.7 FlashX: neither first, one named (first choices: Juro) (alternatives: Concord, PandaDoc)
- GPT-6 Luna: neither first, one named (first choices: Juro) (alternatives: Ironclad, LinkSquares, SpotDraft)
- Llama 4 Maverick: neither named (first choices: Juro) (alternatives: Conga CLM, Oneflow)

## What the models said about PandaDoc

- "For a mid-sized B2B with a sales-driven motion and wants proposals + signatures in one place with CRM integration: PandaDoc or Oneflow." (Muse Glimmer 30B, paraphrase prompt, first choice)

## What the models said about Ironclad

- "Avoid vendors like Ironclad, Agiloft, Icertis, and ContractPodAI if budget predictability matters" (Kimi K2, budget prompt, hard negative)
- "Avoid if you need granular security: Ironclad (current security gaps)." (GLM 4.7 FlashX, negative prompt, hard negative)
- "Enterprise suites with long implementations and premium pricing: platforms like Ironclad, DocuSign CLM, Conga, Icertis, and Sirion can be the wrong fit" (Perplexity Sonar, negative prompt, soft negative)
- "aim for mid-market tools like Ironclad, Conga CLM, LinkSquares, Sirion, Agiloft, or SpotDraft... Ironclad/Conga: Workflow-first, Salesforce-heavy, great for sales/legal speed." (Grok 4.20, scale prompt, first choice)
- "Ironclad - AI-powered drafting, workflow automation, strong Salesforce integration. Best for mid-market to enterprise legal/sales teams" (Grok 4.20, comparative prompt, first choice)
- "Most enterprise buyers shortlist Icertis (for AI/governance), Ironclad (for workflow UX), and Sirion" (DeepSeek V4 Flash, comparative 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.