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Entity management · November 2026 Edition

Diliforce vs ContractZen

Zero of fourteen models named Diliforce first on the direct prompt; zero named ContractZen. Diliforce was named by nine of the fourteen models and ContractZen by ten and Diliforce carries 14 labels and ContractZen 11, so the shares are not directly comparable.

Diliforce

accepted challenger

Named in two categories this edition.

ContractZen

accepted challenger

Named in one category this edition.

First-choice share8%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 12; printed, not drawn.
Labels1411A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Diliforce 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 Diliforce · Athennian vs ContractZen · Filejet vs Diliforce

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.
DiliforceFirst choices, of fourteen modelsContractZen
Direct00
Paraphrase00
Comparative00
Budget-constrained42
Scale-constrained00
Negative00
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 Diliforce and ContractZen stood in it.
ModelDirectCOParaphraseCOComparativeCOBudget-constrainedCOScale-constrainedCONegativeCO
Claude Haiku 4.5CO
GPT-5.4 mini
Gemini 3.5 FlashCO
Perplexity SonarCO
Grok 4.20CO
Mistral SmallCO
DeepSeek V4 FlashCO
Llama 4 MaverickCO
Qwen 3.7 Flash
Kimi K2CO
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
DiliforceCO ContractZen first choice named as an alternative argued againstblank: not namedEach cell is one answer, Diliforce on the left and ContractZen on the right.

The direct prompt

The plain question, one answer per model, grouped by where Diliforce and ContractZen stood in it.

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
DeepSeek V4 FlashAthennian alternatives: ContractZen, Diligent Entities, Filejet, MinuteBox
Llama 4 MaverickAthennian alternatives: Commenda, ContractZen, Diligent Entities, EntityFlo

Neither was named

12 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
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
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
Level: the same share of first choices.
Diliforce6%#4 of 10
ContractZen6%#5 of 10
The full small business standing →
Mid-marketThe figures above
Diliforce leads by four points.
Diliforce8%#3 of 12
ContractZen4%#5 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Diliforce0%#– of 9
ContractZen0%#– of 9
The full enterprise standing →

What the models said about Diliforce

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“Diliforce stands out as the best legal entity management software for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“Diliforce — Best Overall Value ... This is hands-down the most affordable full-featured option.” DeepSeek V4 Flash · budget prompt · first choice
“Diliforce and Filejet are generally considered the most cost-effective entry points” Qwen 3.7 Flash · budget prompt · first choice

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
Also compared

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.