Entity management · November 2026 Edition
Athennian vs CSC Entity Management
Twelve of fourteen models named Athennian first on the direct prompt; zero named CSC Entity Management. Athennian was named by fourteen of the fourteen models and CSC Entity Management by twelve and Athennian carries 51 labels and CSC Entity Management 31, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share51%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%42%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 12; printed, not drawn.
Labels5131A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Athennian reading right to left. Rank and label count are printed, not drawn.Filejet was named alongside these two in eleven of the fourteen direct answers. Athennian vs Filejet · Athennian vs Diliforce · Athennian vs Commenda
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AthennianFirst choices, of fourteen modelsCSC Entity Management
Direct120
Paraphrase131
Comparative711 against CSC Entity Management
Budget-constrained002 against Athennian · 3 against CSC Entity Management
Scale-constrained00
Negative001 against Athennian · 9 against CSC Entity Management
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Athennian and CSC Entity Management were named in the same answer sixty-two times, of the 134 answers naming Athennian and the 95 naming CSC Entity Management. In those answers CSC Entity Management took the first choice four times and Athennian fifteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Athennian and CSC Entity Management stood in it.
| 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 CSC Entity Management first choice named as an alternative argued againstblank: not namedEach cell is one answer, Athennian on the left and CSC Entity Management on the right.The direct prompt
The plain question, one answer per model, grouped by where Athennian and CSC Entity Management stood in it.
Athennian first, CSC Entity Management an alternative
12 of 14 modelsCSC Entity Management was named in the answer but not as the choice, or not at all.GPT-5.4 miniAthennian alternatives: Corporify, Diligent Entities, Filejet
Gemini 3.5 FlashAthennian alternatives: CSC Entity Management, Corporify, EntityKeeper, Filejet, MinuteBox
Perplexity SonarAthennian alternatives: Commenda, EntityKeeper, Filejet, HSP Group GateWay Entities
Grok 4.20Athennian alternatives: EntityKeeper, Filejet
Mistral SmallAthennian, Commenda alternatives: Diligent Entities, HSP Group
DeepSeek V4 FlashAthennian alternatives: ContractZen, Diligent Entities, Filejet, MinuteBox
Llama 4 MaverickAthennian alternatives: Commenda, ContractZen, Diligent Entities, EntityFlo
Kimi K2Athennian alternatives: Diligent Entities, Filejet
GLM 4.7 FlashXAthennian alternatives: Diligent Entities, Filejet
MiniMax M2.5Athennian alternatives: Diligent Entities, Filejet
GPT-6 LunaAthennian alternatives: Diligent Entities, Filejet
Muse Glimmer 30BAthennian alternatives: EntityKeeper, Filejet
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Commenda alternatives: EnGlobe, EntityKeeper, SimpleLegal
Qwen 3.7 FlashFilejet alternatives: Commenda, Diligent Entities, EntityKeeper
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Athennian leads by two points.
Athennian2%#7 of 10CSC Entity Management0%#10 of 10Mid-marketThe figures above
Athennian leads by forty-nine points.
Athennian51%#1 of 12CSC Entity Management2%#7 of 12Enterprise
Athennian leads by six points.
Athennian14%#2 of 9CSC Entity Management8%#3 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 CSC Entity Management
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 or proceed with extreme caution with CSC Entity Management given its poor reviews and documented issues with invoicing, missed filings, and unresponsive support.” Muse Glimmer 30B · negative prompt · hard negative
“Multiple AI models and user reports explicitly warn against using CSC Entity Management due to these persistent problems.” Mistral Small · negative prompt · hard negative
“Poor user reviews citing issues like inaccurate invoicing, missed regulatory filings, unresponsive customer support” Grok 4.20 · negative prompt · hard negative
“CSC Entity Management is ranked #1 for enterprise entity governance with global records, filings, ownership tracking, and APIs” Claude Haiku 4.5 · comparative prompt · first choice
“My default recommendation: CSC Entity Management” GPT-6 Luna · paraphrase prompt · first choice
“CSC is an established player in the entity management space, distinguishing itself by combining software with expert support services.” MiniMax M2.5 · comparative prompt · alternative
Also compared
Athennian vs FilejetAthennian vs DiliforceAthennian vs CommendaAthennian vs ContractZenAthennian vs MinuteBoxFilejet vs CSC Entity ManagementDiliforce vs CSC Entity ManagementCommenda vs CSC Entity ManagementContractZen vs CSC Entity ManagementMinuteBox vs CSC Entity ManagementAll twenty-one head-to-head pages and the full entity management standing
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.