Zero of fourteen models named PandaDoc first on the direct prompt; three named Concord. PandaDoc was named by fourteen of the fourteen models and Concord by thirteen and both carry 35 labels, so the shares below are directly comparable.
South San Francisco, United States, founded 2013. Named in seven categories this edition.
Austin, founded 2014. 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. One of one in this category shown.
“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
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
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.