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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Ironclad | 15% | #4 of 15 | 20% | 59 | 14 of 14 |
| DocuSign | 2% | #7 of 15 | 7% | 15 | 11 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 4.1 Fast: 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)
- 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)
- GPT-6 Luna: neither first, one named (first choices: Juro) (alternatives: Ironclad, LinkSquares, SpotDraft)
- DeepSeek V4 Flash: neither named (first choices: Juro) (alternatives: Concord, DocuSign CLM, LinkSquares, PandaDoc)
- Llama 4 Maverick: neither named (first choices: Juro) (alternatives: Conga CLM, Oneflow)
- GLM 4.7 FlashX: neither named (first choices: Juro) (alternatives: Concord, PandaDoc)

## 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 4.1 Fast, scale prompt, first choice)
- "Ironclad - AI-powered drafting, workflow automation, strong Salesforce integration. Best for mid-market to enterprise legal/sales teams" (Grok 4.1 Fast, 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)

## What the models said about DocuSign

- "it tends to be less budget-friendly as you move into more CLM-focused features" (GPT-5.4 mini, budget prompt, soft negative)
- "my default recommendation would be DocuSign" (GPT-5.4 mini, paraphrase prompt, first choice)
- "Choose this if you have a dedicated Legal or Compliance team and require strict governance... Note: This can get significantly more expensive than PandaDoc." (Qwen 3.7 Flash, paraphrase prompt, alternative)
- "Best for Compliance-Heavy Industries ... Watch out: Can get expensive at mid-market scale" (DeepSeek V4 Flash, paraphrase prompt, alternative)

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.