Entity management for enterprise buyers
Asked as “legal entity management software”, and as “corporate governance and entity management tool”, on behalf of an enterprise B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50Diligent Entities18Athennian11CSC Entity Management20others
50% of first choices, clear leader.
Since September 2026▲+12Since September 2026: 39% → 51%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.Diligent Entities held the lead, +12 points on 39%, 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.Standing →Enterprise
Diligent Entities50%Clear leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.This page
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.Standing →EnterpriseDiligent Entities50%Clear leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Diligent Entities50%20%59endorsed leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.39% → 51%
Diligent Entities50%20%59endorsed leader▲+12Since September 2026: 39% → 51%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.39% → 51%02Athennian18%9%56accepted challenger▼−1Since September 2026: 20% → 19%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 19%
Athennian18%9%56accepted challenger▼−1Since September 2026: 20% → 19%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 19%03
CSC Entity Management11%25%52criticized challenger▼−5Since September 2026: 11% → 5%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.11% → 5%
CSC Entity Management11%25%52criticized challenger▼−5Since September 2026: 11% → 5%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.11% → 5%04
DiliTrust Entity Management2%7%15accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 3%
DiliTrust Entity Management2%7%15accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 3%05
Filejet2%0%13accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 3%
Filejet2%0%13accepted challenger▲+3Since September 2026: 0% → 3%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 3%06
Computershare GEMS2%48%23criticized challenger▲+1Since September 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 3%
Computershare GEMS2%48%23criticized challenger▲+1Since September 2026: 2% → 3%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 3%Show the three products at 0%, ordered by negative rate
09EntityKeeper0%32%22criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
EntityKeeper0%32%22criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%07
CT Corporation Entity Management0%12%16accepted 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%12%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%08
MinuteBox0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
MinuteBox0%0%12accepted 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.
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Diligent Entities50%
Diligent Entities50%02Athennian18%
Athennian18%03CSC Entity Management11%
CSC Entity Management11%04DiliTrust Entity Management2%
DiliTrust Entity Management2%05Filejet2%
Filejet2%06Computershare GEMS2%
Computershare GEMS2%07CT Corporation Entity Management0%
CT Corporation Entity Management0%08MinuteBox0%
MinuteBox0%09EntityKeeper0%
EntityKeeper0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GPT-6 Luna and Muse Glimmer 30B 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.
CSC Entity Management25%
13 of 52 labels negative · 11 of 14 models · 6 hard negative
“Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare)... overly complex, expensive, and may have issues with invoicing, missed filings, and unresponsive support” Mistral Small, negative prompt
Computershare GEMS48%
11 of 23 labels negative · 10 of 14 models · 5 hard negative
“Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare)... overly complex, expensive” Mistral Small, negative prompt
Intertrust
100%
8 of 8 labels negative · 8 of 14 models · 4 hard negative
“Heavy Corporate Services Firms (e.g., CSC Global, Intertrust, Computershare)... overly complex, expensive” Mistral Small, negative prompt
Diligent Entities20%
12 of 59 labels negative · 8 of 14 models · 2 hard negative
“Overly Expensive Enterprise Solutions - Diligent Entities and similar enterprise tools ... "overkill and too pricey"” GLM 4.7 FlashX, 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
81 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. 1167 links across 203 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 · Discern37 answers · 72 citations · 12 models
35 answers · 35 citations · 11 models
vendor site · G234 answers · 54 citations · 13 models
vendor site · Diligent32 answers · 46 citations · 10 models
31 answers · 49 citations · 11 models
vendor site · GetApp31 answers · 43 citations · 11 models
28 answers · 29 citations · 11 models
vendor site · Athennian25 answers · 38 citations · 10 models
25 answers · 34 citations · 11 models
vendor site · Worldmetrics24 answers · 35 citations · 10 models
22 answers · 25 citations · 11 models
vendor site · Sourceforge22 answers · 24 citations · 10 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.
35 answers · 11 models
28 answers · 11 models
27 answers · 10 models
22 answers · 10 models
19 answers · 10 models
18 answers · 10 models
17 answers · 9 models
16 answers · 9 models
15 answers · 7 models
15 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 |
|---|---|---|---|---|---|---|---|---|
| Diligent diligent.com Diligent Entities 50%, Diligent One Platform 5% | 55% | 151 | 165,000 | 6,449 | 317,551 company | $287 | 120 | 3 |
| Athennian athennian.com | 18% | 150 | 390 | 8 | 6,319 | 3 | 1 | |
| CSC cscglobal.com CSC Entity Management 11% | 11% | 109 | 110 | 2 | 100,643 company | $72 | 49 | 2 |
| DiliTrust dilitrust.com DiliTrust Entity Management 2% | 2% | 26 | 40,428 company | 5 | 1 | |||
| Filejet filejet.com | 2% | 61 | 320 | 0 | 1,207 | 5 | ||
| EnGlobe | 2% | 480 | 55 | |||||
| Lextree lextree.ai | 2% | 19 | 70 | 1 | 2 | |||
| Nasdaq Kube nasdaq.com | 2% | 3 | 21,233,250 | $57 | 53 | 7 | ||
| Wolters Kluwer CT Corporation's hCue / entity management | 2% | |||||||
| Computershare computershare.com Computershare GEMS 2% | 2% | 39 | 90 | 0 | 416,475 company | 19 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (athennian.com, cscglobal.com, diligent.com, g2.com, teamed.global). 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 an enterprise B2B company?”Paraphrase“Which corporate governance and entity management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade entity management tools and how do they differ?”Budget-constrained“What is the best legal entity management software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a legal entity management software. What should we look at?”Negative“Which entity management tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Athennian, Diligent Entitiesno first choiceChangedDiligent EntitiesAthennianno first choiceagainst: Diligent Entities
Four alternatives
Athennian, CSC Entity Management, Computershare GEMS, DiliTrust Entity ManagementOne alternative
FilejetGPT-5.4 miniComputershare GEMS, Diligent EntitiesDiligent Entities, Wolters Kluwer CT Corporation's hCue / entity managementChangedno first choiceagainst: Alation, Atlan, Collibra, Microsoft PurviewLextreeno first choicenothing named
Four alternatives
Informatica, Oracle Data Relationship Management, Reltio Multidomain MDM, SAP Master Data GovernanceThree alternatives
EntityFlo, Mitratech TeamConnect, Wolters Kluwer ELM SolutionsGemini 3.5 FlashAthennian, Nasdaq KubeDiligent EntitiesChangedAthennian, Computershare GEMS, Diligent Entities, MinuteBoxAthennianagainst: Diligent Entitiesno first choiceagainst: CSC Entity Management, Computershare GEMS, ContractZen, Deel, Diligent Entities, G-P, Google Sheets, Lextree, Microsoft Excel, Rippling
Three alternatives
CSC Navigator, CT hCue, Diligent EntitiesTwo alternatives
Athennian, CSC Entity ManagementFour alternatives
CSC Entity Management, CT Corporation Entity Management, Deloitte Global Entity Management, Wolters Kluwer LegiswayTwo alternatives
Lextree, MinuteBoxFour alternatives
Athennian, Computershare GEMS, DiliTrust Entity Management, Diligent EntitiesPerplexity SonarDiligent EntitiesDiligent EntitiesHeldDiligent EntitiesDiligent Entitiesagainst: CSC Entity Management, CT Corporation Entity Managementno first choiceagainst: CSC Entity Management, Computershare GEMS, Intertrust, Spreadsheets, Excel, and manual workflows
Two alternatives
Athennian, FidesTwo alternatives
MetricStream, SAP GRCFour alternatives
CSC Entity Management, CT Corporation Entity Management, Computershare GEMS, KleaTwo alternatives
Athennian, DiliTrust Entity ManagementGrok 4.1 FastDiligent EntitiesDiligent One PlatformChangedAthennianagainst: Diligent EntitiesDiligent Entitiesno first choiceagainst: CSC Entity Management, Computershare GEMS, Diligent Entities, EntityKeeper, Intertrust
Three alternatives
Athennian, CSC Entity Management, CT Corporation Entity ManagementThree alternatives
Athennian, Broadridge, DiliTrust Entity ManagementFour alternatives
CSC Entity Management, CT Corporation Entity Management, Discern, EntityKeeperFour alternatives
Athennian, CSC Entity Management, CT Corporation Entity Management, DiscernTwo alternatives
Athennian, CSC Entity ManagementMistral SmallAthennian, DiliTrust Entity ManagementEnGlobeChangedCSC Entity Managementno first choiceno first choiceagainst: Athennian, CSC Entity Management, Computershare GEMS, Diligent Entities, EntityKeeper, Intertrust
One alternative
CommendaTwo alternatives
Computershare GEMS, DiliTrust Entity ManagementDeepSeek V4 FlashDiligent EntitiesDiligent EntitiesHeldDiligent EntitiesCSC Entity Managementagainst: Athennian, Diligent Entities, EntityKeeperno first choiceagainst: CSC Entity Management, Computershare GEMS, Diligent Entities, Intertrust
Two alternatives
Athennian, ContractZenThree alternatives
Athennian, Computershare GEMS, Nasdaq BoardvantageFour alternatives
Athennian, CSC Entity Management, CT Corporation Entity Management, CommendaLlama 4 Maverickno first choiceDiligent EntitiesChangedno first choiceno first choiceno first choiceagainst: CSC Entity Management, Computershare GEMS, EntityKeeper, Intertrust
Qwen 3.7 FlashDiligent EntitiesDiligent One PlatformChangedno first choiceAthennianno first choiceagainst: CSC Entity Management, Computershare GEMS, EntityKeeper, Intertrust Governance Suite
Two alternatives
Discern, OneTrustOne alternative
AthennianThree alternatives
Athennian, Diligent Entities, OnitTwo alternatives
Diligent One Platform, LextreeThree alternatives
Athennian, Diligent Entities, Wolters Kluwer CorpCommKimi K2Diligent EntitiesDiligent EntitiesHeldDiligent EntitiesAthennianagainst: CSC Entity Management, CT Corporation Entity Management, Wolters Kluwerno first choicenothing named
Five alternatives
Athennian, CSC Entity Management, CT Corporation Entity Management, Computershare GEMS, Wolters Kluwer LegiswayTwo alternatives
CSC Entity Management, Computershare GEMSThree alternatives
Athennian, CSC Entity Management, EntityKeeperOne alternative
Diligent EntitiesGLM 4.7 FlashXDiligent EntitiesDiligent EntitiesHeldAthennian, Diligent EntitiesFilejetagainst: Diligent Entitiesno first choiceagainst: CSC Entity Management, Computershare GEMS, Diligent Entities, EntityKeeper, Intertrust, Microsoft Excel
Four alternatives
Athennian, CSC Entity Management, DiliTrust Entity Management, Wolters Kluwer LegiswayThree alternatives
Athennian, CSC Entity Management, EnGlobeFour alternatives
CSC Entity Management, CT Corporation Entity Management, Commenda, FilejetOne alternative
AthennianMiniMax M2.5Diligent EntitiesDiligent EntitiesHeldno first choiceagainst: CartaCSC Entity Managementno first choiceagainst: Athennian, Basic spreadsheets, CSC Entity Management, Computershare GEMS, DiliTrust Entity Management, Diligent Entities, Intertrust
Two alternatives
Athennian, DiliTrust Entity ManagementTwo alternatives
Athennian, Deloitte's GEMSGPT-6 LunaAthennianDiligent EntitiesChangedAthennian, Diligent EntitiesCSC Entity Managementagainst: Athennianno first choicenothing named
Three alternatives
CSC Entity Management, CT hCue, Diligent EntitiesOne alternative
CSC Entity ManagementFive alternatives
CSC Entity Management, CT hCue, Computershare GEMS, DiliTrust Entity Management, Wolters Kluwer LegiswayOne alternative
EntityKeeperMuse Glimmer 30BCSC Entity Management, Diligent EntitiesDiligent EntitiesChangedAtaccama ONE MDM, Athennianagainst: IBM InfoSphere MDM, Profisee, SAP Master Data GovernanceCSC Entity Managementno first choiceagainst: Athennian, CSC Entity Management, Computershare GEMS, Diligent Entities, EntityKeeper, Intertrust, Microsoft Excel
Five alternatives
Athennian, CT Corporation Entity Management, Cogency Global, Discern, EntityKeeperThree alternatives
Athennian, CSC Entity Management, CT Corporation Entity ManagementSeven alternatives
CSC Entity Management, EntityKeeper, Informatica Intelligent Data Management Cloud / MDM 360, Reltio Cloud, Semarchy xDM, Stibo Systems STEP, TamrOne alternative
EntityKeeperBold 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 10:16 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:27 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:23 | yes | 18 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:32 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:04 | yes | 21 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:01 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:54 | yes | 24 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:14 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:34 | yes | 14 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:08 | yes | 15 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:02 | yes | 22 | 89 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 15 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:44 | yes | 4 | 24 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:46 | yes | 11 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:11 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:57 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:04 | yes | 10 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:51 | yes | 14 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:57 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:17 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:20 | yes | 20 | 38 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:58 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:18 | yes | 18 | 131 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:21 | yes | 9 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:43 | yes | 23 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:11 | yes | 5 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:16 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:28 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:31 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:32 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 33 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:24 | yes | 19 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:20 | yes | 20 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:06 | yes | 9 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:54 | yes | 24 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:50 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:33 | yes | 20 | 54 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:58 | yes | 19 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:27 | yes | 25 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:50 | yes | 21 | 77 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:21 | yes | 7 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:00 | yes | 25 | 45 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:55 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:37 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:25 | yes | 21 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:44 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:48 | yes | 20 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:19 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 23 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:00 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:57 | yes | 14 | 64 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:45 | yes | 22 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:52 | yes | 19 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:59 | yes | 19 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:27 | yes | 3 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:58 | yes | 23 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:08 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:58 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:47 | yes | 5 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:08 | yes | 15 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:44 | yes | 20 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:05 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:43 | yes | 24 | 54 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:27 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:45 | yes | 5 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:33 | yes | 22 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:57 | yes | 15 | 75 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:57 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:02 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:57 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:06 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:27 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:59 | yes | 20 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:23 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:35 | yes | 22 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:12 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:38 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:21 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:25 | yes | 9 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:38 | yes | 24 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:18 | yes | 23 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:36 | yes | 19 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:12 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:12 | yes | 18 | 33 s |
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
CT Corporation read as CT Corporation Entity Management
CT Corporation (CTAdvantage) read as CT Corporation Entity Management
CT Corporation (Wolters Kluwer) read as CT Corporation Entity Management
CT Corporation (hCue) read as CT Corporation Entity Management
Computershare read as Computershare GEMS
Computershare (GEMS) read as Computershare GEMS
DiliTrust read as DiliTrust Entity Management
DiliTrust (Governance Suite) 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
Alation
Ataccama ONE MDM
Athenneum
Atlan
Basic spreadsheets (Excel)
CSC Navigator
CluedIn
Collibra
ComplyDirect
CorpKeeper
Corpsee
Deloitte Entity Management Solutions
Deloitte Global Entity Management
Deloitte's GEMS (Global Entity Management System)
Enty
HighQ
IBM InfoSphere MDM
Informatica Intelligent Data Management Cloud / MDM 360
Intertrust Governance Suite
Mitratech TeamConnect
ORCA
Oracle Data Relationship Management (DRM)
Passport
Precisely
Reltio Cloud
Reltio Multidomain MDM
Sapling
Scanovate
Semarchy xDM
Spreadsheets, Excel, and manual workflows
Stibo Systems STEP
Wolters Kluwer CT Corporation's hCue / entity management
Wolters Kluwer CorpComm
Wolters Kluwer ELM Solutions
Discontinued, still offered
No shut-down product was recommended here.