Entity management · November 2026 Edition
ContractZen vs CSC Entity Management
Zero of fourteen models named ContractZen first on the direct prompt; zero named CSC Entity Management. ContractZen was named by ten of the fourteen models and CSC Entity Management by twelve and ContractZen carries 11 labels and CSC Entity Management 31, so the shares are not directly comparable.
ContractZen
accepted challengerNamed in one category this edition.
Named in one category this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%42%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 12; printed, not drawn.
Labels1131A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ContractZen reading right to left. Rank and label count are printed, not drawn.Athennian was named alongside these two in twelve of the fourteen direct answers. Athennian vs ContractZen · Athennian vs CSC Entity Management · Filejet vs ContractZen
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.
ContractZenFirst choices, of fourteen modelsCSC Entity Management
Direct00
Paraphrase01
Comparative011 against CSC Entity Management
Budget-constrained203 against CSC Entity Management
Scale-constrained00
Negative009 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where ContractZen and CSC Entity Management stood in it.
| Model | DirectCO | ParaphraseCO | ComparativeCO | Budget-constrainedCO | Scale-constrainedCO | NegativeCO |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | CO | ||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | CO | ||
| Perplexity Sonar | | CO | | |||
| Grok 4.20 | CO | | | |||
| Mistral Small | CO | | ||||
| DeepSeek V4 Flash | CO | | ||||
| Llama 4 Maverick | CO | |||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | CO | | ||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | |
CO ContractZen CSC Entity ManagementCO first choiceCO named as an alternativeCO argued againstblank: not namedEach cell is one answer, ContractZen on the left and CSC Entity Management on the right.
CSC Entity ManagementCO first choiceCO named as an alternativeCO argued againstblank: not namedEach cell is one answer, ContractZen on the left and CSC Entity Management on the right.The direct prompt
The plain question, one answer per model, grouped by where ContractZen and CSC Entity Management stood in it.
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashAthennian alternatives: CSC Entity Management, Corporify, EntityKeeper, Filejet, MinuteBox
DeepSeek V4 FlashAthennian alternatives: ContractZen, Diligent Entities, Filejet, MinuteBox
Llama 4 MaverickAthennian alternatives: Commenda, ContractZen, Diligent Entities, EntityFlo
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Commenda alternatives: EnGlobe, EntityKeeper, SimpleLegal
GPT-5.4 miniAthennian alternatives: Corporify, Diligent Entities, Filejet
Perplexity SonarAthennian alternatives: Commenda, EntityKeeper, Filejet, HSP Group GateWay Entities
Grok 4.20Athennian alternatives: EntityKeeper, Filejet
Mistral SmallAthennian, Commenda alternatives: Diligent Entities, HSP Group
Qwen 3.7 FlashFilejet alternatives: Commenda, Diligent Entities, EntityKeeper
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
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
ContractZen leads by six points.
ContractZen6%#5 of 10
CSC Entity Management0%#10 of 10Mid-marketThe figures above
ContractZen leads by two points.
ContractZen4%#5 of 12
CSC Entity Management2%#7 of 12Enterprise
The order flips: CSC Entity Management leads at enterprise.
CSC Entity Management8%#3 of 9ContractZen0%#– of 9
The full enterprise standing →What the models said about ContractZen
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Start with Filejet or ContractZen for the best balance of features and affordability” Kimi K2 · budget prompt · first choice
“ContractZen — *Best Overall Value for All-In-One Governance*” Gemini 3.5 Flash · budget prompt · first choice
“It's a close second and great if you also need heavy contract management, but Athennian edges it out” Grok 4.20 · paraphrase prompt · alternative
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 ContractZenAthennian vs CSC Entity ManagementFilejet vs ContractZenFilejet vs CSC Entity ManagementDiliforce vs ContractZenDiliforce vs CSC Entity ManagementCommenda vs ContractZenCommenda vs CSC Entity ManagementContractZen vs MinuteBoxMinuteBox 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.