Three of fourteen models named LinkSquares first on the direct prompt; zero named ContractWorks. LinkSquares was named by thirteen of the fourteen models and ContractWorks by twelve and LinkSquares carries 22 labels and ContractWorks 19, so the shares are not 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.
| 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.
“avoid "heavy enterprise" platforms (like Icertis or LinkSquares)” Qwen 3.7 Flash · negative prompt · hard negative
“Implementation is billed at 100% of first-year license fees, effectively doubling year-one cost.” Claude Haiku 4.5 · negative prompt · soft negative
“For most mid-market B2B companies, LinkSquares or PandaDoc will likely provide the best balance of features, value, and ease of implementation.” GLM 4.7 FlashX · direct prompt · first choice
“A fast-deploying, scalable CLM platform designed to unify cross-functional teams ... without complex setup” Claude Haiku 4.5 · direct prompt · first choice
“If you had to pick one, I'd recommend Ironclad or LinkSquares as your starting shortlist” DeepSeek V4 Flash · direct 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.