Zero of fourteen models named ContractSafe first on the direct prompt; zero named ContractWorks. ContractSafe was named by twelve of the fourteen models and ContractWorks by twelve and both carry 19 labels, so the shares below are directly comparable.
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 November 2026 Edition, ContractSafe and ContractWorks were named in the same answer sixteen times, of the 59 answers naming ContractSafe and the 44 naming ContractWorks. In those answers ContractWorks took the first choice two times and ContractSafe three.
| 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. Five of six in this category shown.
“Do not buy these expecting full lifecycle management.” Perplexity Sonar · negative prompt · hard negative
“Be Cautious About ContractSafe If You Are Procurement-Led” Qwen 3.7 Flash · negative prompt · soft negative
“My practical pick: ContractSafe if your main need is contract repository, search, reminders, and simple lifecycle tracking on a budget” GPT-5.4 mini · budget prompt · first choice
“the best contract lifecycle management (CLM) platform is typically ContractSafe (starting at $450/month flat rate)” Grok 4.20 · budget prompt · first choice
“PandaDoc and ContractSafe are the top recommendations for small businesses” Mistral Small · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Do not buy these expecting full lifecycle management.” Perplexity Sonar · negative prompt · hard negative
“its pricing is not transparent, and it may not be suitable for complex contract management needs” Llama 4 Maverick · negative prompt · soft negative
“some users report PDF usage issues, difficult workflow setup, and occasional formatting problems” MiniMax M2.5 · negative prompt · soft negative
“The best contract lifecycle management platform for a company with a limited budget is ContractWorks, which is considered the best budget pick” Llama 4 Maverick · budget prompt · first choice
“or ContractWorks (starting around $425/month billed annually for up to 50,000 documents)” Grok 4.20 · budget prompt · first choice
“if your priority is unlimited users at a predictable cost, ContractWorks would be the stronger choice” MiniMax M2.5 · 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.