Zero of fourteen models named Zoho Contracts first on the direct prompt; zero named DocuSign. Zoho Contracts was named by ten of the fourteen models and DocuSign by eleven and Zoho Contracts carries 12 labels and DocuSign 15, so the shares are not directly comparable.
Named in one category this edition.
San Francisco, United States, founded 2003. Named in three 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 contract lifecycle management and e-signature page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Adoption issues — counterparties reportedly prefer negotiating outside the platform” DeepSeek V4 Flash · negative prompt · soft negative
“Zoho Contracts offers the most affordable entry point at $30 per user per month with native e-signatures included” Claude Haiku 4.5 · budget prompt · first choice
“For a genuinely limited budget, I'd start with Zoho Contracts.” GPT-6 Luna · budget prompt · first choice
“Zoho Contracts — Best Overall Budget Option” MiniMax M2.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“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
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.