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Entity management · October 2026 Edition

Athennian vs Discern

Ten of fourteen models named Athennian first on the direct prompt; zero named Discern. Athennian was named by fourteen of the fourteen models and Discern by seven and Athennian carries 57 labels and Discern 11, so the shares are not directly comparable.

Athennian

endorsed leader

Named in one category this edition.

Discern

accepted challenger

Named in one category this edition.

First-choice share41%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#8A position in a field of 11; printed, not drawn.
Labels5711A 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.Athennian vs ContractZen · Athennian vs Diligent Entities · Athennian vs EntityKeeper

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 modelsDiscern
Direct100
Paraphrase80
Comparative30
Budget-constrained014 against Athennian
Scale-constrained20
Negative106 against Athennian
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 October 2026 Edition, Athennian and Discern were named in the same answer nineteen times, of the 151 answers naming Athennian and the 28 naming Discern. In those answers Discern took the first choice one time and Athennian three.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Athennian and Discern stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
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 Discern first choice named as an alternative argued againstblank: not namedEach cell is one answer, Athennian on the left and Discern on the right.

The direct prompt

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

Athennian first, Discern an alternative

10 of 14 modelsDiscern was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Athennian, Commenda alternatives: Klea
Gemini 3.5 FlashAthennian alternatives: ContractZen, Diliforce, EntityKeeper, MinuteBox
Grok 4.1 FastAthennian alternatives: Commenda, EntityKeeper, Filejet
Mistral SmallAthennian, Filejet alternatives: Commenda, Diligent Entities, Discern
DeepSeek V4 FlashAthennian alternatives: Commenda, EntityKeeper, Filejet
Kimi K2Athennian alternatives: Filejet, NEWTON
GLM 4.7 FlashXAthennian alternatives: Diligent Entities, EntityKeeper, Filejet
MiniMax M2.5Athennian, Diligent Entities alternatives: Eqvista, Harbor Compliance
GPT-6 LunaAthennian alternatives: CSC Entity Management, EntityKeeper
Muse Glimmer 30BAthennian alternatives: CSC Entity Management, CT Corporation Entity Management, Commenda, Discern

Neither was the first choice, one was named

1 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniDiligent Entities alternatives: Athennian, CSC Entity Management

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Perplexity SonarDiligent Entities alternatives: Commenda, GateWay Entities
Llama 4 MaverickCommenda, ContractZen alternatives: NEWTON
Qwen 3.7 FlashLegally alternatives: Diligent Boards, Docuum, Onspring

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
Discern leads by two points.
Discern4%#– of 8
Athennian2%#5 of 8
The full small business standing →
Mid-marketThe figures above
The order flips: Athennian leads at mid-market.
Athennian41%#1 of 11
Discern2%#8 of 11
The full mid-market standing →
Enterprise
Athennian leads by eighteen points.
Athennian18%#2 of 9
Discern0%#– of 9
The full enterprise standing →

What the models said about Athennian

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 Enterprise Tools: Athennian, Diligent Entities, etc., start at $15K+/year—overkill and too pricey"” Muse Glimmer 30B · negative prompt · hard negative
“Avoid enterprise platforms (Athennian ~$25K+/yr, Diligent from ~$10K/yr)” DeepSeek V4 Flash · budget prompt · hard negative
“noted as an enterprise\u2011tier tool with pricing that can reach $15,000\u2013$50,000 per year\u2014potentially overkill for smaller organizations” GLM 4.7 FlashX · negative prompt · soft negative
“Athennian — Strong for complex corporate structures, transactional entity work, AI-assisted data management, SOC 2 certified, published pricing” DeepSeek V4 Flash · scale prompt · first choice
“Athennian is noted for rapid implementation timelines and its ability to use AI to surface insights and automate routine compliance tasks” GLM 4.7 FlashX · comparative prompt · first choice
“Choose Athennian or MinuteBox if you are an in-house legal operations team or law firm looking to modernise workflows” Gemini 3.5 Flash · comparative prompt · first choice

What the models said about Discern

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 most companies with a limited budget, Discern offers the most cost-effective entry point” DeepSeek V4 Flash · budget prompt · first choice
“Diligent Entities and Discern are also excellent choices, especially for companies with more complex compliance needs” Mistral Small · direct prompt · alternative
“Discern and CoverPin offer excellent value for money with transparent pricing and robust functionality.” Mistral Small · budget 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.