Three of fourteen models named Concord first on the direct prompt; zero named Zoho Contracts. Concord was named by thirteen of the fourteen models and Zoho Contracts by ten and Concord carries 35 labels and Zoho Contracts 12, so the shares are not directly comparable.
Austin, founded 2014. Named in one category this edition.
Named in one category 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.
Across every category in the October 2026 Edition, Concord and Zoho Contracts were named in the same answer seventeen times, of the 90 answers naming Concord and the 26 naming Zoho Contracts. In those answers Zoho Contracts took the first choice five times and Concord six.
| 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.
“"The very small team (~22 employees) raises questions about support and migration capacity"” Muse Glimmer 30B · negative prompt · soft negative
“The best contract lifecycle management platform for a company with a limited budget is Concord, which has an entry tier priced at $499.” Llama 4 Maverick · budget prompt · first choice
“If you have 3–5 people and want simplicity: Concord ($499/month flat) is hard to beat for predictable costs and true CLM features.” Kimi K2 · budget prompt · first choice
“For a balance of affordability, ease of use, and mid-market focus, Concord is often the top recommendation.” Mistral Small · direct prompt · first choice
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
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.