Twelve of fourteen models named Athennian first on the direct prompt; one named Filejet. Both were named by all fourteen models and Athennian carries 51 labels and Filejet 48, 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 November 2026 Edition, Athennian and Filejet were named in the same answer eighty-seven times, of the 134 answers naming Athennian and the 137 naming Filejet. In those answers Filejet took the first choice twenty times and Athennian thirty.
| 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.
“offers transparent per-entity pricing starting from $150/entity/year, making it one of the most cost-effective choices for budget-conscious companies” Claude Haiku 4.5 · budget prompt · first choice
“Filejet is widely considered the best option for mid-market companies that want to offload the heavy lifting of compliance management.” Qwen 3.7 Flash · direct prompt · first choice
“Choose Filejet if you want to automate the tedious work of submitting annual reports and paying fees to the government.” GLM 4.7 FlashX · comparative 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.