Entity management
Asked as “legal entity management software”, and as “corporate governance and entity management tool”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
41%
Clear leader
41Athennian08ContractZen08Diligent Entities43others
41% of first choices, clear leader.
Since September 2026▲+20Since September 2026: 18% → 38%, +20 points. Past the 10-point floor: movement. Read over the models both editions asked.Athennian held the lead, +20 points on 18%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
EntityKeeper23%Contested▼−3Since September 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Athennian41%Clear leader▲+20Since September 2026: 18% → 38%, +20 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageEnterprise
Diligent Entities50%Clear leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →
EntityKeeper23%Contested▼−3Since September 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketAthennian41%Clear leader▲+20Since September 2026: 18% → 38%, +20 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageEnterpriseDiligent Entities50%Clear leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Athennian41%18%57endorsed leader▲+20Since September 2026: 18% → 38%, +20 points. Past the 10-point floor: movement. Read over the models both editions asked.18% → 38%
Athennian41%18%57endorsed leader▲+20Since September 2026: 18% → 38%, +20 points. Past the 10-point floor: movement. Read over the models both editions asked.18% → 38%02ContractZen8%9%11accepted challenger▼−6Since September 2026: 13% → 7%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.13% → 7%
03Diligent Entities8%46%56criticized challenger▲+4Since September 2026: 5% → 10%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 10%
Diligent Entities8%46%56criticized challenger▲+4Since September 2026: 5% → 10%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 10%04EntityKeeper6%10%40accepted challenger▼−9Since September 2026: 16% → 7%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 7%
EntityKeeper6%10%40accepted challenger▼−9Since September 2026: 16% → 7%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.16% → 7%05
Filejet6%0%17accepted challenger▼−1Since September 2026: 8% → 7%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 7%
Filejet6%0%17accepted challenger▼−1Since September 2026: 8% → 7%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 7%06
Commenda4%5%19accepted challenger▼−11Since September 2026: 16% → 5%, −11 points. Past the 10-point floor: movement. Read over the models both editions asked.16% → 5%
Commenda4%5%19accepted challenger▼−11Since September 2026: 16% → 5%, −11 points. Past the 10-point floor: movement. Read over the models both editions asked.16% → 5%07
MinuteBox4%6%16accepted challenger▲+2Since September 2026: 3% → 5%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.3% → 5%
MinuteBox4%6%16accepted challenger▲+2Since September 2026: 3% → 5%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.3% → 5%08
Discern2%0%11accepted challenger=heldSince September 2026: 3% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.3% → 2%
Discern2%0%11accepted challenger=heldSince September 2026: 3% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.3% → 2%09
CSC Entity Management2%44%39criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
CSC Entity Management2%44%39criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%Show the two products at 0%, ordered by negative rate
11
Computershare GEMS0%73%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Computershare GEMS0%73%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
CT Corporation Entity Management0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
CT Corporation Entity Management0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Athennian vs FilejetAthennian vs CommendaAthennian vs MinuteBoxAthennian vs DiscernContractZen vs Diligent EntitiesContractZen vs EntityKeeperContractZen vs FilejetContractZen vs CommendaContractZen vs MinuteBoxContractZen vs DiscernDiligent Entities vs EntityKeeperDiligent Entities vs FilejetDiligent Entities vs CommendaDiligent Entities vs MinuteBoxDiligent Entities vs DiscernEntityKeeper vs FilejetEntityKeeper vs CommendaEntityKeeper vs MinuteBoxEntityKeeper vs DiscernFilejet vs CommendaFilejet vs MinuteBoxFilejet vs DiscernCommenda vs MinuteBoxCommenda vs DiscernMinuteBox vs Discern
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01C02
030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Athennian41%
Athennian41%02ContractZen8%
03Diligent Entities8%
Diligent Entities8%04EntityKeeper6%
EntityKeeper6%05Filejet6%
Filejet6%06Commenda4%
Commenda4%07MinuteBox4%
MinuteBox4%08Discern2%
Discern2%09CSC Entity Management2%
CSC Entity Management2%10CT Corporation Entity Management0%
CT Corporation Entity Management0%11Computershare GEMS0%
Computershare GEMS0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Diligent Entities46%
26 of 56 labels negative · 13 of 14 models · 6 hard negative
“What to Avoid: **Diligent Entities** — While powerful, it's typically over-engineered and overpriced for mid-market” Kimi K2, paraphrase prompt
CSC Entity Management44%
17 of 39 labels negative · 11 of 14 models · 9 hard negative
“"large enterprises should be cautious about or avoid the following types of entity management tools: 1. Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare)"” Muse Glimmer 30B, negative prompt
Athennian18%
10 of 57 labels negative · 8 of 14 models · 2 hard negative
“"Avoid Enterprise Tools: Athennian, Diligent Entities, etc., start at $15K+/year—overkill and too pricey"” Muse Glimmer 30B, negative prompt
Computershare GEMS73%
8 of 11 labels negative · 6 of 14 models · 1 hard negative
“"Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare) ... overly complex and expensive"” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1106 links across 159 sites, every framing counted. Ranked by the number of answers carrying the site or page. 52 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · G243 answers · 93 citations · 14 models
vendor site · Discern39 answers · 69 citations · 12 models
32 answers · 32 citations · 11 models
vendor site · Worldmetrics28 answers · 41 citations · 10 models
vendor site · GetApp28 answers · 38 citations · 10 models
25 answers · 31 citations · 9 models
24 answers · 44 citations · 10 models
23 answers · 38 citations · 10 models
vendor site · Sourceforge23 answers · 32 citations · 10 models
vendor site · Commenda23 answers · 28 citations · 10 models
22 answers · 33 citations · 9 models
vendor site · Diligent22 answers · 29 citations · 11 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
32 answers · 11 models
23 answers · 10 models
22 answers · 10 models
20 answers · 10 models
19 answers · 9 models
19 answers · 10 models
19 answers · 8 models
18 answers · 10 models
18 answers · 8 models
16 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best legal entity management software”, “entity management tools”, “legal entity management software”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Athennian athennian.com | 41% | 150 | 390 | 8 | 6,319 | 3 | 1 | |
| Diligent diligent.com Diligent Entities 8%, Diligent One Platform 2% | 10% | 151 | 165,000 | 6,449 | 317,551 company | $287 | 120 | 3 |
| ContractZen | 8% | 50 | 0 | |||||
| EntityKeeper entitykeeper.com | 6% | 103 | 90 | 0 | 617 | 5 | ||
| Filejet filejet.com | 6% | 61 | 320 | 0 | 1,207 | 5 | ||
| EntityFlo entityflo.com | 6% | 17 | 10 | 0 | 4 | |||
| Commenda commenda.io | 4% | 110 | 390 | 5 | 569,684 | $5,224 | 0 | |
| MinuteBox minutebox.com | 4% | 41 | 210 | 4 | 3,676 | 8 | 4 | |
| Discern discern.com | 2% | 28 | 90,500 | 5,733 | 168,810 | |||
| Lextree lextree.ai | 2% | 19 | 70 | 1 | 2 |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (capterra.com, diligent.com, g2.com). The first result for “best legal entity management software” is wolterskluwer.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best legal entity management software for a mid-market B2B company?”Paraphrase“Which corporate governance and entity management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top entity management tools and how do they differ?”Budget-constrained“What is the best legal entity management software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a legal entity management software. What should we look at?”Negative“Which entity management tools should I avoid or be cautious about?”
Claude Haiku 4.5Athennian, Commendaagainst: Diligent EntitiesAthennianChangedno first choiceMinuteBoxno first choiceagainst: Computershare GEMS, Deel, Harbor Compliance, MinuteBox, Wrike
One alternative
KleaTwo alternatives
DiliTrust Entity Management, EntityKeeperFive alternatives
Athennian, DiliTrust Entity Management, Diliforce, Diligent Entities, MinuteBoxTwo alternatives
Commenda, DiliforceGPT-5.4 miniDiligent EntitiesAthennianChangedCSC Entity Management, Diligent Entitiesagainst: Blueprint OneWorld, Wolters KluwerFilejetagainst: Diligent Entitiesno first choicenothing named
Two alternatives
Athennian, CSC Entity ManagementTwo alternatives
ContractZen, Diligent EntitiesGemini 3.5 FlashAthennianagainst: CSC Entity Management, Diligent EntitiesAthennianHeldagainst: Computershare GEMS, Diligent EntitiesAthennian, MinuteBoxContractZenagainst: Athennian, Computershare GEMS, Diligent EntitiesAthennianagainst: CT Corp’s hCue, Computershare GEMS, Diligent Entities, Google Sheets, Microsoft Excel, Salesforce, SharePoint
Four alternatives
ContractZen, Diliforce, EntityKeeper, MinuteBoxThree alternatives
Diliforce, HSP Group, MinuteBoxFive alternatives
CSC Entity Management, CT Corporation Entity Management, Diligent Entities, EntityKeeper, Nasdaq KubeThree alternatives
Coverpin, EntityKeeper, LextreeThree alternatives
EntityKeeper, Kube, MinuteBoxPerplexity SonarDiligent EntitiesContractZenChangedno first choiceagainst: WrikeEntityFloagainst: ContractZenno first choiceagainst: CSC Entity Management, Diligent Entities
Two alternatives
Commenda, GateWay EntitiesOne alternative
GovendaFour alternatives
Athennian, DiliTrust Governance Entity Management, Diligent Entities, FidesOne alternative
EntityKeeperGrok 4.1 FastAthennianagainst: Diligent EntitiesAthennianHeldagainst: Diligent Entitiesno first choiceFilejetagainst: CSC Entity Management, Diligent Entitiesno first choiceagainst: CSC Entity Management, Computershare GEMS, EntityKeeper, Intertrust, Microsoft Excel, entitycheck.com
Three alternatives
Commenda, EntityKeeper, FilejetTwo alternatives
Boardable, CorporifyTwo alternatives
EntityFlo, MinuteBoxMistral SmallAthennian, FilejetCSC Entity Management, Diligent EntitiesChangedno first choiceagainst: Anrok, Avalara, VertexEntityKeeperno first choiceagainst: CSC Entity Management, Computershare GEMS, Intertrust, Microsoft Excel
Three alternatives
Commenda, Diligent Entities, DiscernOne alternative
EnGlobeTwo alternatives
Coverpin, DiscernDeepSeek V4 FlashAthennianagainst: Diligent EntitiesEntityKeeperChangedagainst: Diligent EntitiesCSC Entity Management, Diligent EntitiesDiscernagainst: Athennian, Diligent EntitiesAthennianagainst: Athennian, CSC Entity Management, Diligent Entities
Three alternatives
Commenda, EntityKeeper, FilejetTwo alternatives
Athennian, OnBoardTwo alternatives
Athennian, EntityKeeperTwo alternatives
EntityKeeper, XakiaFour alternatives
CSC Entity Management, CT Corporation Entity Management, Diligent Entities, EntityKeeperLlama 4 MaverickCommenda, ContractZenno first choiceChangedno first choiceno first choiceno first choiceagainst: Athennian, CSC Entity Management, Diligent Entities
One alternative
NEWTONFour alternatives
Aunetic, Commenda, EnGlobe, FilejetQwen 3.7 FlashLegallyagainst: OracleDiligent One PlatformChangedagainst: Microsoft Excel, SharePointCommendaEnGlobeagainst: Diligent Entities, EntityKeeperno first choiceagainst: Asana, Monday.com, PowerApps, Trello
Three alternatives
Diligent Boards, Docuum, OnspringOne alternative
CorporifyFour alternatives
Athennian, CSC Entity Management, Diligent Entities, EntityKeeperFour alternatives
CSC Entity Management, CT hCue, ContractZen, LextreeFive alternatives
Athennian, Diligent Entities, EntityKeeper, Filejet, MinuteBoxKimi K2Athennianagainst: Diligent EntitiesAthennianHeldagainst: CSC Entity Management, Diligent EntitiesAthennian, Diligent EntitiesEntityFloagainst: Athennian, CSC Entity Management, CT Corporation Entity Management, Diligent Entities, Harbor Complianceno first choiceagainst: CSC Entity Management, Commenda, Spreadsheet-Based or Manual Systems
Two alternatives
Filejet, NEWTONThree alternatives
EntityKeeper, Govenda, OnBoardFour alternatives
CSC Entity Management, CT Corporation Entity Management, EntityKeeper, FilejetTwo alternatives
EntityKeeper, LextreeGLM 4.7 FlashXAthennianAthennianHeldagainst: Diligent EntitiesAthennianMinuteBoxno first choiceagainst: CSC Entity Management, CT Corporation Entity Management, Cogency Global, Computershare GEMS, Harbor Complianceagainst: Athennian, CSC Entity Management, Diligent Entities
Three alternatives
Diligent Entities, EntityKeeper, FilejetOne alternative
CommendaThree alternatives
Diligent Entities, EntityKeeper, ViewpointTwo alternatives
ContractZen, FilejetMiniMax M2.5Athennian, Diligent EntitiesEntityKeeperChangedno first choiceEntityFlo, Lextreeagainst: Alethiano first choiceagainst: Athennian, CSC Entity Management, Diligent Entities
Two alternatives
Eqvista, Harbor ComplianceFour alternatives
Athennian, DiliTrust Entity Management, Diligent Entities, GovendaThree alternatives
Athennian, Diligent Corporation, EntityKeeperOne alternative
EntityKeeperGPT-6 LunaAthennianAthennianHeldno first choiceBoardLedgeragainst: EntityKeeperno first choiceagainst: Athennian, CSC Entity Management, Diligent Entities
Two alternatives
CSC Entity Management, EntityKeeperTwo alternatives
CSC Entity Management, Diligent EntitiesOne alternative
Harbor ComplianceMuse Glimmer 30BAthennianagainst: Diligent EntitiesAthennianHeldno first choiceContractZen, Diliforceagainst: Alethia, Athennian, CSC Entity Management, Diligent Entitiesno first choiceagainst: Athennian, CSC Entity Management, Computershare GEMS, Diligent Entities, EntityKeeper, Intertrust, Microsoft Excel
Four alternatives
CSC Entity Management, CT Corporation Entity Management, Commenda, DiscernThree alternatives
Commenda, Diligent Entities, EntityKeeperTwo alternatives
Filejet, TallyPrimeBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:16 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:23 | yes | 2 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:47 | yes | 13 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:08 | yes | 19 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:12 | yes | 25 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:13 | yes | 13 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:38 | yes | 20 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:02 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:46 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:37 | yes | 12 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:20 | yes | 17 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:39 | yes | 9 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:07 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:26 | yes | 23 | 33 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:19 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:47 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:28 | yes | 18 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:27 | yes | 16 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:56 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:50 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:18 | yes | 25 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:21 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:57 | yes | 19 | 81 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:18 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:58 | yes | 23 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:25 | yes | 15 | 67 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:24 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:16 | yes | 23 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:36 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:53 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:57 | yes | 28 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:35 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:35 | yes | 18 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:02 | yes | 11 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:18 | yes | 22 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:43 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:47 | yes | 5 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:45 | yes | 19 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:10 | yes | 23 | 62 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:45 | yes | 24 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:52 | yes | 5 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:58 | yes | 21 | 47 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:08 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:28 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:14 | yes | 25 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:15 | yes | 23 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:02 | yes | 25 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:22 | yes | 13 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:26 | yes | 22 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:56 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:37 | yes | 13 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:58 | yes | 21 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:42 | yes | 20 | 47 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:23 | yes | 18 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:25 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:35 | yes | 21 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:27 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:43 | no | 0 | 12 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:57 | yes | 19 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:16 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:09 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:31 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:09 | yes | 21 | 52 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:33 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:09 | yes | 9 | 43 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:36 | yes | 14 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:10 | yes | 11 | 115 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:15 | yes | 5 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:22 | yes | 1 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:04 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:34 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:09 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:23 | yes | 21 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:49 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:01 | yes | 24 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:48 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:58 | yes | 23 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:16 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:26 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:41 | yes | 24 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:05 | yes | 13 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:13 | yes | 13 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:41 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:33 | yes | 11 | 24 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
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Claude Haiku 4.5
2 of 4 flipped
GPT-5.4 mini
1 of 4 flipped
Gemini 3.5 Flash
2 of 6 flipped
Perplexity Sonar
4 of 4 flipped
Grok 4.1 Fast
3 of 5 flipped
Mistral Small
4 of 4 flipped
DeepSeek V4 Flash
4 of 5 flipped
Llama 4 Maverick
1 of 2 flipped
Qwen 3.7 Flash
4 of 4 flipped
Kimi K2
2 of 4 flipped
GLM 4.7 FlashX
2 of 4 flipped
MiniMax M2.5
3 of 3 flipped
GPT-6 Luna
1 of 3 flipped
Muse Glimmer 30B
3 of 4 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
CSC read as CSC Entity Management
CSC (Corporation Service Company) read as CSC Entity Management
CT Corporation read as CT Corporation Entity Management
CT Corporation (hCue by Wolters Kluwer) read as CT Corporation Entity Management
CT Corporation (hCue) read as CT Corporation Entity Management
Computershare read as Computershare GEMS
DiliTrust read as DiliTrust Entity Management
DiliTrust Governance Suite read as DiliTrust Entity Management
Diligent read as Diligent Entities
Excel read as Microsoft Excel
Unresolved, counted raw
Atlaw
CT Corp’s hCue (Wolters Kluwer)
Corporatek Inc.
DiliTrust Governance Entity Management
Docuum
Entity Management Software
Governance at Work
HSP Group (GateWay Entities)
Legally
Mission Control
PowerApps
Spreadsheet-Based or Manual Systems
entitycheck.com
Discontinued, still offered
No shut-down product was recommended here.
Follow Entity management
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