Four of twelve models named Athennian first on the direct prompt; four named Commenda. Athennian was named by twelve of the twelve models and Commenda by nine and Athennian carries 39 labels and Commenda 16, 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 twelve 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.
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 eight in this category shown.
“Avoid Enterprise Tools: Athennian, Diligent Entities, etc., start at $15K+/year—overkill and too pricey” Grok 4.1 Fast · budget prompt · hard negative
“Avoid enterprise platforms like Diligent Entities or Athennian if budget-constrained” DeepSeek V4 Flash · budget prompt · hard negative
“"Priced for firms, not micro teams" and "doesn't have flexibility to add complex codes and logic"” DeepSeek V4 Flash · negative prompt · soft negative
“Athennian (Best Overall for Legal & Finance Collaboration) ... widely considered the gold standard for modern, cloud-native entity management” Gemini 3.5 Flash · paraphrase prompt · first choice
“Best Overall for Mid‑Market B2B: Athennian—AI‑powered, highly rated, and flexible for complex entity structures.” GLM 4.7 FlashX · direct prompt · first choice
“For most mid-market B2B companies, Athennian is widely recommended as the strongest fit for in-house legal teams” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Other tools like Commenda have occasional gripes (complex UI, tax glitches, integrations), but positives outweigh them.” Grok 4.1 Fast · negative prompt · soft negative
“Often cited as a leader for international companies. It combines entity management with AI-driven compliance monitoring and incorporates entities in 70+ countries.” Qwen 3.7 Flash · comparative prompt · first choice
“Commenda is a strong budget-friendly contender that balances functionality with affordability” Claude Haiku 4.5 · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.