Ten of fourteen models named Athennian first on the direct prompt; zero named EntityKeeper. Both were named by all fourteen models and Athennian carries 57 labels and EntityKeeper 40, 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 entity management page.
Across every category in the October 2026 Edition, Athennian and EntityKeeper were named in the same answer seventy-six times, of the 151 answers naming Athennian and the 103 naming EntityKeeper. In those answers EntityKeeper took the first choice sixteen times and Athennian twenty-one.
| 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 | ||||||
| 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 eight in this category shown.
“"Avoid Enterprise Tools: Athennian, Diligent Entities, etc., start at $15K+/year—overkill and too pricey"” Muse Glimmer 30B · negative prompt · hard negative
“Avoid enterprise platforms (Athennian ~$25K+/yr, Diligent from ~$10K/yr)” DeepSeek V4 Flash · budget prompt · hard negative
“noted as an enterprise\u2011tier tool with pricing that can reach $15,000\u2013$50,000 per year\u2014potentially overkill for smaller organizations” GLM 4.7 FlashX · negative prompt · soft negative
“Athennian — Strong for complex corporate structures, transactional entity work, AI-assisted data management, SOC 2 certified, published pricing” DeepSeek V4 Flash · scale prompt · first choice
“Athennian is noted for rapid implementation timelines and its ability to use AI to surface insights and automate routine compliance tasks” GLM 4.7 FlashX · comparative prompt · first choice
“Choose Athennian or MinuteBox if you are an in-house legal operations team or law firm looking to modernise workflows” Gemini 3.5 Flash · comparative 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.
“I'd skip EntityKeeper on a tight budget: its published annual plans start at $5,000” GPT-6 Luna · budget prompt · hard negative
“Avoid giants like EntityKeeper or Diligent unless you are prepared to pay $5,000+/year” Qwen 3.7 Flash · budget prompt · hard negative
“"Legacy/Standalone Entity Databases (e.g., Basic Spreadsheets or Early CRMs like Generic \"EntityKeeper\" for Scale-Up Beyond Small Portfolios)"” Muse Glimmer 30B · negative prompt · soft negative
“For the most budget-conscious option, EntityKeeper's free plan is a strong starting point.” Mistral Small · budget prompt · first choice
“🥇 Top Pick: EntityKeeper (for Entity Management)” DeepSeek V4 Flash · paraphrase prompt · first choice
“EntityKeeper is the tool I'd recommend first” MiniMax M2.5 · 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.