Twelve of fourteen models named Athennian first on the direct prompt; zero named Diliforce. Athennian was named by fourteen of the fourteen models and Diliforce by nine and Athennian carries 51 labels and Diliforce 14, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 entity management page.
Across every category in the November 2026 Edition, Athennian and Diliforce were named in the same answer sixteen times, of the 134 answers naming Athennian and the 37 naming Diliforce. In those answers Diliforce took the first choice two times and Athennian nine.
| 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. Six of seven in this category shown.
“Steer clear of enterprise-level tools like ... Athennian if cost is your primary concern” DeepSeek V4 Flash · budget prompt · hard negative
“you'll likely move into pricier products like Athennian, CSC, or Diligent Entities. Those are typically better but not "limited budget" picks.” GPT-5.4 mini · budget prompt · soft negative
“such as Athennian and Diligent Entities, are considered overkill and too pricey for smaller organizations” Llama 4 Maverick · negative prompt · soft negative
“Tier 1: Enterprise & Global Solutions ... Athennian ... Best For: Mid-market to large multinational corporations with complex subsidiary structures” Kimi K2 · comparative prompt · first choice
“Athennian and Commenda are the top recommendations due to their comprehensive features, scalability, and strong fit for mid-market needs” Mistral Small · direct prompt · first choice
“Athennian stands out as a leading cloud-native entity management platform designed specifically for legal, finance, tax, and compliance teams.” MiniMax M2.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Diliforce stands out as the best legal entity management software for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“Diliforce — Best Overall Value ... This is hands-down the most affordable full-featured option.” DeepSeek V4 Flash · budget prompt · first choice
“Diliforce and Filejet are generally considered the most cost-effective entry points” Qwen 3.7 Flash · 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.