Four of twelve models named Athennian first on the direct prompt; zero named Diligent. Athennian was named by twelve of the twelve models and Diligent by eight and Athennian carries 39 labels and Diligent 11, 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
“Legacy Systems (e.g., Diligent, CSC Entity Management): Often highly robust ... but can feel clunky, require heavy training, have longer implementation times, and carry higher price tags.” Gemini 3.5 Flash · scale prompt · soft negative
“Many legacy systems (like Diligent, Mitratech, or CSC) are designed for large multinationals, hide their pricing ... often start at tens of thousands of dollars per year.” Gemini 3.5 Flash · budget prompt · soft negative
“## Top Recommendation: Diligent” GLM 4.7 FlashX · paraphrase 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.