Athennian vs MinuteBox
Twelve of fourteen models named Athennian first on the direct prompt; zero named MinuteBox. Athennian was named by fourteen of the fourteen models and MinuteBox by thirteen and Athennian carries 51 labels and MinuteBox 19, 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.
By framing
AthennianFirst choices, of fourteen modelsMinuteBox
Across every category in the November 2026 Edition, Athennian and MinuteBox were named in the same answer forty times, of the 134 answers naming Athennian and the 43 naming MinuteBox. In those answers MinuteBox took the first choice one time and Athennian fourteen.
Every model, every framing
| 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 | | | |
Athennian MinuteBox first choice named as an alternative argued againstblank: not namedEach cell is one answer, Athennian on the left and MinuteBox on the right.The direct prompt
Athennian first, MinuteBox an alternative
12 of 14 modelsMinuteBox was named in the answer but not as the choice, or not at all.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Athennian2%#7 of 10MinuteBox0%#– of 10Athennian51%#1 of 12MinuteBox2%#6 of 12Athennian14%#2 of 9MinuteBox0%#9 of 9What the models said about Athennian
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
What the models said about MinuteBox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For the tightest budget, MinuteBox at $5 per entity is the clear winner based on current reviews.” MiniMax M2.5 · budget prompt · first choice
“MinuteBox has earned exceptional user ratings (5.0/5 on G2) and is praised for its reliability, ease of use, and scalability.” MiniMax M2.5 · comparative prompt · alternative
“MinuteBox is the highest-rated platform for corporate records and minute book management” Claude Haiku 4.5 · comparative prompt · alternative
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.