Entity management for small business buyers
Asked as “legal entity management software”, and as “corporate governance and entity management tool”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43Filejet20EntityKeeper08Pulley29others
43% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: Filejet (43%) replaces EntityKeeper (23% then, 20% now), 23 points clear, past the 10-point floor.Filejet leads at 43%, replacing EntityKeeper, which led at 23% and stands at 20% now: 23 points clear, past the floor. The verdict moved from contested to clear leader.
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
Filejet43%Clear leader↗new leaderNew leader since October 2026: Filejet (43%) replaces EntityKeeper (23% then, 20% now), 23 points clear, past the 10-point floor.This pageMid-market
Athennian51%Clear leader▲+10Since October 2026: 41% → 51%, +10 points. Inside the 10-point floor: within noise.Standing →Enterprise
Diligent Entities60%Clear leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 10-point floor: within noise.Standing →
Filejet43%Clear leader↗new leaderNew leader since October 2026: Filejet (43%) replaces EntityKeeper (23% then, 20% now), 23 points clear, past the 10-point floor.This pageMid-marketAthennian51%Clear leader▲+10Since October 2026: 41% → 51%, +10 points. Inside the 10-point floor: within noise.Standing →EnterpriseDiligent Entities60%Clear leader▲+10Since October 2026: 50% → 60%, +10 points. Inside the 10-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Filejet43%2%59endorsed leader▲+26Since October 2026: 17% → 43%, +26 points. Past the 10-point floor: movement.17% → 43%
Filejet43%2%59endorsed leader▲+26Since October 2026: 17% → 43%, +26 points. Past the 10-point floor: movement.17% → 43%02
EntityKeeper20%12%48accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 10-point floor: within noise.23% → 20%
EntityKeeper20%12%48accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 10-point floor: within noise.23% → 20%03
Pulley8%14%21accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 10-point floor: within noise.0% → 8%
Pulley8%14%21accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 10-point floor: within noise.0% → 8%04
Diliforce6%0%15accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise.8% → 6%
Diliforce6%0%15accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise.8% → 6%05ContractZen6%0%12accepted challenger▼−4Since October 2026: 10% → 6%, −4 points. Inside the 10-point floor: within noise.10% → 6%
06
LegalZoom2%7%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
LegalZoom2%7%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%07Athennian2%32%31criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Athennian2%32%31criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%08Diligent Entities2%76%50criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Diligent Entities2%76%50criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
10
CSC Entity Management0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
CSC Entity Management0%86%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Carta0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Carta0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
Athennian vs ContractZenAthennian vs MinuteBoxAthennian vs CSC Entity ManagementFilejet vs DiliforceFilejet vs CommendaFilejet vs ContractZenFilejet vs MinuteBoxFilejet vs CSC Entity ManagementDiliforce vs CommendaDiliforce vs ContractZenDiliforce vs MinuteBoxDiliforce vs CSC Entity ManagementCommenda vs ContractZenCommenda vs MinuteBoxCommenda vs CSC Entity ManagementContractZen vs MinuteBoxContractZen vs CSC Entity ManagementMinuteBox vs CSC Entity Management
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 →
01020304C05
0607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Filejet43%
Filejet43%02EntityKeeper20%
EntityKeeper20%03Pulley8%
Pulley8%04Diliforce6%
Diliforce6%05ContractZen6%
06LegalZoom2%
LegalZoom2%07Athennian2%
Athennian2%08Diligent Entities2%
Diligent Entities2%09Carta0%
Carta0%10CSC Entity Management0%
CSC Entity Management0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Diligent Entities76%
38 of 50 labels negative · 14 of 14 models · 16 hard negative
“Small businesses should be cautious with enterprise-grade entity management tools like Diligent Entities..." ... "High costs: Diligent Entities starts around $10,000+ per year per feature” Muse Glimmer 30B, negative prompt
CSC Entity Management86%
12 of 14 labels negative · 10 of 14 models · 6 hard negative
“Shows similarly high negative sentiment (70%) among reviewers, suggesting it's not well-suited for smaller operations.” MiniMax M2.5, negative prompt
Athennian32%
10 of 31 labels negative · 5 of 14 models · 4 hard negative
“Avoid enterprise products such as Diligent, CSC, or Athennian” Perplexity Sonar, budget prompt
EntityKeeper12%
6 of 48 labels negative · 4 of 14 models · 2 hard negative
“I'd skip EntityKeeper on a tight budget: its Corporate plan is listed at $5,000/year” GPT-6 Luna, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 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. 889 links across 128 sites, every framing counted. Ranked by the number of answers carrying the site or page. 64 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 · Capterra50 answers · 83 citations · 12 models
49 answers · 82 citations · 11 models
vendor site · GetApp49 answers · 79 citations · 10 models
vendor site · Sourceforge28 answers · 35 citations · 10 models
vendor site · Filejet26 answers · 32 citations · 10 models
25 answers · 37 citations · 10 models
vendor site · Capterra24 answers · 27 citations · 9 models
vendor site · G219 answers · 24 citations · 9 models
vendor site · Guideflow19 answers · 19 citations · 10 models
vendor site · Diligent18 answers · 26 citations · 10 models
vendor site · Capterra17 answers · 21 citations · 7 models
publisher (Gane)17 answers · 21 citations · 9 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.
43 answers · 10 models
32 answers · 12 models
32 answers · 9 models
31 answers · 10 models
25 answers · 9 models
22 answers · 8 models
21 answers · 10 models
19 answers · 8 models
19 answers · 10 models
17 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Filejet filejet.com | 43% | 137 | 320 | 0 | 1,207 | 5 | ||
| EntityKeeper entitykeeper.com | 20% | 91 | 90 | 0 | 617 | 5 | ||
| Pulley pulley.com | 8% | 173 | 49,500 | 26,013 | 22,480 | 37 | ||
| Diliforce diliforce.com | 6% | 37 | 10 | 0 | 93 | 1 | 7 | |
| ContractZen | 6% | 50 | 0 | |||||
| LegalZoom legalzoom.com | 2% | 18 | ||||||
| Commenda commenda.io | 2% | 70 | 390 | 5 | 569,684 | $5,224 | 0 | |
| Lextree lextree.ai | 2% | 18 | 70 | 1 | 2 | |||
| Athennian athennian.com | 2% | 129 | 390 | 8 | 6,319 | 3 | 1 | |
| Docketly | 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 small B2B company?”Paraphrase“Which corporate governance and entity management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top entity management tools for a small team and how do they differ?”Budget-constrained“What is the best legal entity management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a legal entity management software. What should we look at?”Negative“Which entity management tools should a small business avoid or be cautious about?”
Claude Haiku 4.5EntityKeeperno first choiceChangedEntityKeeperagainst: Diligent EntitiesContractZenno first choiceagainst: CSC Entity Management, ContractZel, Deloitte, Diligent Entities, Filejet
Four alternatives
Diliforce, EntityFlo, Filejet, IroncladThree alternatives
Athennian, Commenda, FilejetFour alternatives
Athennian, Commenda, Culta.ai, EntityKeeperGPT-5.4 miniFilejetFilejetHeldDiligent Entitiesagainst: Airtable, NotionAthennianagainst: Diligent Entitiesno first choicenothing named
Two alternatives
EntityKeeper, NEWTONThree alternatives
Athennian, Diligent Entities, Nasdaq BoardvantageOne alternative
OpenCorporatesGemini 3.5 FlashEntityKeeperagainst: Computershare GEMS, Diligent EntitiesEntityKeeperHeldagainst: Athennian, Diligent Entities, OnBoardEntityKeeperagainst: CSC Entity Management, Diligent EntitiesContractZenagainst: CSC Entity Management, Computershare GEMS, Diligent Entitiesno first choiceagainst: Computershare GEMS, Diligent Entitiesagainst: Athennian, CSC Enterprise Suite, CT Corporation Entity Management, Carta, Computershare GEMS, Diligent Entities, Shareworks
Four alternatives
Athennian, Carta, Harbor Compliance, MinuteBoxFour alternatives
Boardable, Harbor Compliance, Pulley, VantaFive alternatives
Athennian, Carta, ContractZen, Harbor Compliance, MinuteBoxSix alternatives
Airtable, EntityKeeper, Harbor Compliance, Lextree, SingleFile, XakiaTwo alternatives
Athennian, EntityKeeperPerplexity SonarFilejetagainst: Athennian, CSC or CT, Diligent EntitiesFilejetHeldagainst: Diligent EntitiesEntityKeeper, Filejetagainst: Athennian, Diligent EntitiesFilejetagainst: Athennian, CSC Entity Management, Diligent Entities, EntityKeeper, LegalZoomno first choiceagainst: Athennian, Clerky, Computershare GEMS, DiliTrust Entity Management, Diligent Entities
One alternative
EntityKeeperThree alternatives
Athennian, EntityKeeper, MinuteBoxFive alternatives
Capbase, Carta, Clerky, Commenda, PulleyTwo alternatives
ContractZen, PulleyGrok 4.20Filejetagainst: Diligent Entities, EnGlobeFilejetHeldagainst: CSC Entity Management, Carta, Diligent Entities, Google WorkspaceDiliforce, Filejetagainst: Diligent EntitiesLegalZoomagainst: Diligent Entities, EntityKeeper, Pulley, SpreadsheetsDiligent Entitiesagainst: CSC Entity Management, Diligent Entities
Four alternatives
Corporify, Diliforce, EntityKeeper, KleaOne alternative
AthennianTwo alternatives
Corporify, EntityKeeperTwo alternatives
Diliforce, FilejetOne alternative
CorporifyMistral SmallPulleyEntityKeeperChangedagainst: Diligent EntitiesEntityKeeper, FilejetEntityKeeper, Filejetno first choiceagainst: CSC Entity Management, Diligent Entities
Three alternatives
Athennian, Filejet, RazorSignThree alternatives
Clerky, Harvard Business Services Entity Manager, Zoho CreatorTwo alternatives
Carta, PulleyDeepSeek V4 FlashFilejetagainst: Diligent EntitiesContractZenChangedEntityKeeper, Filejetagainst: Diligent EntitiesCommendaagainst: Athennian, Diligent Entities, EntityKeeper, PulleyEntityKeeperagainst: Athennianagainst: Asana, Basecamp, Diligent Entities, Excel spreadsheets or Google Sheets, Monday.com, Wrike
Three alternatives
EntityKeeper, LegalZoom, ZenBusinessThree alternatives
AppDeck, EntityKeeper, FilejetThree alternatives
Athennian, Commenda, MinuteBoxThree alternatives
Capbase, Clerky, FilejetOne alternative
Diligent EntitiesLlama 4 Maverickno first choiceno first choiceHeldno first choiceFilejetno first choiceagainst: Diligent Entities
One alternative
DiliforceQwen 3.7 FlashFilejetagainst: Diligent Entities, EnGlobeIncfileChangedagainst: Diligent EntitiesFilejetagainst: CommendaFilejetagainst: PulleyDocketly, EntityIQagainst: Carta, Incorp, Opendoor, Stripe Atlas built-in toolsagainst: Asana, BoardEffect, Diligent Entities, Monday.com, OnBoard, Trello
Two alternatives
Diliforce, PulleyTwo alternatives
Commenda, Harbor ComplianceOne alternative
EntityKeeperThree alternatives
Diliforce, EntityToolbox, LegalZoomKimi K2EntityKeeper, FilejetFilejetChangedagainst: Athennian, CSC Entity Management, Diligent EntitiesEntityKeeper, FilejetFilejetagainst: WrikeEntityKeeper, Filejetagainst: Diligent Entities
Three alternatives
ContractZen, Diliforce, LextreeThree alternatives
EntityKeeper, Klea, LextreeThree alternatives
Athennian, Deel, Diligent EntitiesTwo alternatives
Free Spreadsheet Templates, LextreeGLM 4.7 FlashXDiliforceDiliforceHeldagainst: Diligent EntitiesFilejetagainst: Diligent EntitiesLextreeno first choiceagainst: Athennian, CSC Entity Management, Diligent Entities
Two alternatives
ContractZen, FilejetTwo alternatives
Filejet, PulleyOne alternative
EntityKeeperThree alternatives
Filejet, LegalZoom, PulleyMiniMax M2.5EntityKeeper, Filejetagainst: Diligent EntitiesDiliforceChangedPulleyFilejet, Pulleyno first choiceagainst: CSC Entity Management, Diligent Entities
Two alternatives
Clio, DiliforceThree alternatives
Axiocap, ContractZen, FilejetThree alternatives
EntityKeeper, Filejet, LegalZoomThree alternatives
EntityKeeper, LegalZoom, ZenBusinessTwo alternatives
Filejet, LextreeGPT-6 LunaFilejetagainst: EntityKeeperFilejetHeldFilejetagainst: EntityKeeperFilejetagainst: EntityKeeperno first choiceagainst: CSC Entity Management, Diligent Entities
One alternative
CT hCue for Small BusinessTwo alternatives
CSC Entity Management, Diligent EntitiesTwo alternatives
Harbor Compliance, MinuteBoxMuse Glimmer 30BPulleyEntityKeeperChangedPulleyPulleyno first choiceagainst: CSC Entity Management, Diligent Entities
Three alternatives
Diliforce, EntityKeeper, FilejetOne alternative
FilejetFive alternatives
Athennian, ContractZen, DiliTrust Entity Management, EntityKeeper, FilejetThree alternatives
Diliforce, Filejet, LegalZoomBold 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.
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 | 2026-11-01 10:45 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:30 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:48 | yes | 8 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:17 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 15 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:01 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:20 | yes | 23 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:07 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:50 | yes | 18 | 73 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:24 | yes | 16 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 22 | 84 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:19 | yes | 5 | 21 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:49 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:07 | yes | 10 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:54 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:59 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:16 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:42 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 33 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:36 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:39 | yes | 22 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:57 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:06 | yes | 24 | 65 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:48 | yes | 23 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:53 | yes | 22 | 38 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:22 | yes | 10 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:37 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:24 | yes | 17 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:19 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:12 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:13 | yes | 6 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 10 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:35 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:51 | yes | 21 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:22 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:03 | yes | 10 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:45 | yes | 8 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:19 | yes | 24 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:20 | yes | 22 | 57 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 4 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:29 | yes | 21 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:52 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:56 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:16 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 20 | 35 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:11 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:32 | yes | 22 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:22 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:52 | yes | 5 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:00 | yes | 19 | 61 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:55 | yes | 15 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:10 | yes | 18 | 50 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:58 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:06 | yes | 20 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:42 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:58 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:00 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:05 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 5 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:39 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:01 | yes | 24 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:03 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:21 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:37 | yes | 14 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:57 | yes | 15 | 18 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:41 | yes | 19 | 59 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:57 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:32 | yes | 12 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:33 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:04 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:01 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:43 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 11 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:06 | yes | 13 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:13 | yes | 20 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:35 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:11 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 21 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:08 | yes | 20 | 82 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | yes | 9 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:44 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:48 | yes | 21 | 20 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
Computershare read as Computershare GEMS
DiliTrust read as DiliTrust Entity Management
DiliTrust Governance Suite read as DiliTrust Entity Management
Diligent read as Diligent Entities
Diligent (formerly BoardVista) read as Diligent Entities
Harbor Compliance Entity Manager read as Harbor Compliance
Unresolved, counted raw
Axiocap
CSC Enterprise Suite
CSC or CT
CT hCue for Small Business
Clever Inc
ContractZel
Docketly
EntityIQ
EntityToolbox
Excel spreadsheets or Google Sheets
Free Spreadsheet Templates (Berkman Solutions)
GovernOS
Harvard Business Services Entity Manager
Incfile (now Bizee)
Incorp
LegalZoom Entity Management
Northwest
OpenCorporates
Opendoor
Pantheon
Stripe Atlas built-in tools
Discontinued, still offered
No shut-down product was recommended here.