Cap table management for enterprise buyers
Asked as “cap table management software”, and as “equity management platform”, on behalf of an enterprise B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · Carta Equity 28%
32Shareworks28Carta Equity09J.P. Morgan Workplace Solutions32others
32% of first choices, contested.
Since October 2026▼−6Since October 2026: 38% → 32%, −6 points. Inside the 10-point floor: within noise.Shareworks held the lead, −6 points on 38%, inside the 10-point 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
Eqvista38%Contested▲+9Since October 2026: 29% → 38%, +9 points. Inside the 10-point floor: within noise.Standing →Mid-marketCarta Equity50%Clear leader▲+17Since October 2026: 33% → 50%, +17 points. Past the 10-point floor: movement.Standing →Enterprise
Shareworks32%Contested▼−6Since October 2026: 38% → 32%, −6 points. Inside the 10-point floor: within noise.This page
Eqvista38%Contested▲+9Since October 2026: 29% → 38%, +9 points. Inside the 10-point floor: within noise.Standing →Mid-marketCarta Equity50%Clear leader▲+17Since October 2026: 33% → 50%, +17 points. Past the 10-point floor: movement.Standing →EnterpriseShareworks32%Contested▼−6Since October 2026: 38% → 32%, −6 points. Inside the 10-point floor: within noise.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 October 2026
01Shareworks32%6%53endorsed leader▼−6Since October 2026: 38% → 32%, −6 points. Inside the 10-point floor: within noise.38% → 32%
Shareworks32%6%53endorsed leader▼−6Since October 2026: 38% → 32%, −6 points. Inside the 10-point floor: within noise.38% → 32%02Carta Equity28%30%77criticized challenger▲+10Since October 2026: 18% → 28%, +10 points. Inside the 10-point floor: within noise.18% → 28%
03
J.P. Morgan Workplace Solutions9%3%34accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 10-point floor: within noise.4% → 9%
J.P. Morgan Workplace Solutions9%3%34accepted challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 10-point floor: within noise.4% → 9%04
Qapita9%3%30accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 10-point floor: within noise.9% → 9%
Qapita9%3%30accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 10-point floor: within noise.9% → 9%05
Morgan Stanley at Work7%0%18accepted challenger▼−2Since October 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise.9% → 7%
Morgan Stanley at Work7%0%18accepted challenger▼−2Since October 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise.9% → 7%06
Ledgy4%15%48accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 10-point floor: within noise.5% → 4%
Ledgy4%15%48accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 10-point floor: within noise.5% → 4%07Eqvista4%42%24criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Eqvista4%42%24criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%Show the three products at 0%, ordered by negative rate
09
AngelList Stack0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
AngelList Stack0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Pulley0%62%42criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise.5% → 0%
Pulley0%62%42criticized challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise.5% → 0%08
Astrella0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Astrella0%36%14criticized 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 enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Carta Equity vs Fidelity Private SharesCarta Equity vs QapitaCarta Equity vs EquityListCarta Equity vs CapboardEqvista vs LedgyEqvista vs Cake EquityEqvista vs Fidelity Private SharesEqvista vs QapitaEqvista vs EquityListEqvista vs CapboardLedgy vs Cake EquityLedgy vs Fidelity Private SharesLedgy vs QapitaLedgy vs EquityListLedgy vs CapboardCake Equity vs Fidelity Private SharesCake Equity vs QapitaCake Equity vs EquityListCake Equity vs CapboardFidelity Private Shares vs QapitaFidelity Private Shares vs EquityListFidelity Private Shares vs CapboardQapita vs EquityListQapita vs CapboardEquityList vs Capboard
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
0304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Shareworks32%
Shareworks32%02Carta Equity28%
03J.P. Morgan Workplace Solutions9%
J.P. Morgan Workplace Solutions9%04Qapita9%
Qapita9%05Morgan Stanley at Work7%
Morgan Stanley at Work7%06Ledgy4%
Ledgy4%07Eqvista4%
Eqvista4%08Astrella0%
Astrella0%09AngelList Stack0%
AngelList Stack0%10Pulley0%
Pulley0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
Pulley62%
26 of 42 labels negative · 13 of 14 models · 21 hard negative
“Pulley also announced it is shutting down and ceasing operations/services on September 15, 2026, so new enterprise adoption would be especially risky.” GPT-5.4 mini, negative prompt
Carta Equity
30%
23 of 77 labels negative · 12 of 14 models · 5 hard negative
“consistently advise against using it as the primary choice for large enterprises due to concerns about cost, scalability” Mistral Small, negative prompt
AngelList Stack80%
8 of 10 labels negative · 8 of 14 models · 6 hard negative
“stopped accepting new customers in August 2026 and is in the process of sunsetting, making it a poor choice for enterprises” Mistral Small, negative prompt
Eqvista42%
10 of 24 labels negative · 7 of 14 models · 3 hard negative
“Examples (General Category): Tools like *Eqvista*, *Gust*, or entry-level tiers of competitors like *Carta* or *Pulley*. These are often priced for startups” Qwen 3.7 Flash, negative 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
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. 978 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page. 44 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 · Carta47 answers · 77 citations · 13 models
vendor site · EquityList38 answers · 51 citations · 12 models
vendor site · Qapita37 answers · 51 citations · 11 models
31 answers · 40 citations · 11 models
vendor site · G229 answers · 49 citations · 11 models
vendor site · Guideflow19 answers · 20 citations · 8 models
publisher (Gane)18 answers · 22 citations · 9 models
vendor site · Ledgy17 answers · 21 citations · 11 models
vendor site · Cake Equity17 answers · 19 citations · 10 models
vendor site · Pulley15 answers · 25 citations · 9 models
15 answers · 15 citations · 9 models
vendor site · Slice Global14 answers · 14 citations · 8 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.
30 answers · 11 models
25 answers · 10 models
23 answers · 8 models
17 answers · 8 models
16 answers · 9 models
16 answers · 8 models
16 answers · 9 models
14 answers · 8 models
13 answers · 9 models
12 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 cap table management software”, “cap table management software”, “cap table platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Shareworks morganstanley.com Shareworks 32%, Morgan Stanley at Work 7%, Morgan Stanley at Work Shareworks 0% | 39% | 91 | 22,200 | 298 | 1,187,677 | $46 | 77 | 4 |
| Carta Equity carta.com | 28% | 206 | 506,905 | $2,839 | 29 | 1 | ||
| J.P. Morgan jpmorganworkplacesolutions.com J.P. Morgan Workplace Solutions 9% | 9% | 41 | 301,000 | 12,219 | 78,572 | 107 | ||
| Qapita qapita.com | 9% | 66 | 720 | 4 | 17,649 | $122 | 11 | |
| Ledgy ledgy.com | 4% | 145 | 720 | 5 | 23,563 | 2 | ||
| Eqvista eqvista.com | 4% | 121 | 720 | 6 | 95,715 | 42 | 7 | |
| Diligent diligent.com Diligent Equity 2% | 2% | 10 | 165,000 | 6,449 | 317,551 company | $287 | 120 | |
| CapTab captab.co.uk | 2% | 3 | ||||||
| Computershare computershare.com Computershare 2%, Computershare EquatePlus 0% | 2% | 9 | 416,475 | 19 | ||||
| Pendulo | 2% |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (cakeequity.com, carta.com, pulley.com). The first result for “best cap table management software” is threads.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 cap table management software for an enterprise B2B company?”Paraphrase“Which equity management platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade cap table platforms and how do they differ?”Budget-constrained“What is the best cap table 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 cap table management software. What should we look at?”Negative“Which cap table platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Carta Equity, Morgan Stanley at WorkShareworksChangedCarta EquityShareworksagainst: Carta EquityShareworksagainst: AngelList Stack, Carta Equity, Pulley
One alternative
AltshareTwo alternatives
J.P. Morgan Workplace Solutions, ShareForceFour alternatives
Astrella, Ledgy, Qapita, ShareworksTwo alternatives
Eqvista, QapitaOne alternative
Carta EquityGPT-5.4 miniCarta EquityShareworksChangedCarta Equityagainst: PulleyCarta Equityno first choiceagainst: AngelList equity management, Cake Equity, Pulley
Four alternatives
J.P. Morgan Workplace Solutions, Morgan Stanley at Work, Pulley, ShareworksOne alternative
Carta EquityFour alternatives
Eqvista, Ledgy, Morgan Stanley at Work, ShareworksTwo alternatives
Morgan Stanley at Work Shareworks, PulleyGemini 3.5 FlashCarta EquityMorgan Stanley at WorkChangedCarta EquityShareworksagainst: Carta EquityCarta Equityagainst: AST / Equiniti, AngelList Stack, Cake Equity, Carta Equity, Computershare, Eqvista, LTSE Equity, Ledgy, Pulley, SeedLegals
Two alternatives
Ledgy, ShareworksFour alternatives
Carta Equity, Computershare, Fidelity Stock Plan Services, J.P. Morgan Workplace SolutionsFour alternatives
J.P. Morgan Workplace Solutions, Ledgy, Morgan Stanley at Work, PulleyTwo alternatives
Astrella, LedgyThree alternatives
Fidelity Stock Plan Services, Ledgy, ShareworksPerplexity SonarMorgan Stanley at WorkJ.P. Morgan Workplace SolutionsChangedagainst: LedgyCarta EquityJ.P. Morgan Workplace Solutionsno first choiceagainst: AngelList Stack, Captable.io, Carta Equity, LTSE Equity, Pulley
Four alternatives
Carta Equity, J.P. Morgan Workplace Solutions, Ledgy, QapitaTwo alternatives
Certent Equity Management, Morgan Stanley at WorkFive alternatives
Fidelity Private Shares, J.P. Morgan Workplace Solutions, Ledgy, Qapita, ShareworksOne alternative
ShareworksGrok 4.20Carta Equityagainst: Astrella, Eqvista, PulleyCarta Equity, ShareworksChangedagainst: Ledgy, QapitaCarta Equityagainst: AngelList Stack, EquityListShareworksagainst: Carta EquityCarta Equityagainst: Eqvistaagainst: Carta Equity, EquityList, Eqvista, Pulley
Five alternatives
Diligent Equity, J.P. Morgan Workplace Solutions, Ledgy, Morgan Stanley at Work, QapitaTwo alternatives
Certent Equity Management, Computershare EquatePlusFour alternatives
Ledgy, Morgan Stanley at Work, Pulley, QapitaTwo alternatives
Ledgy, QapitaFive alternatives
EquityList, Ledgy, Pulley, Qapita, ShareworksMistral SmallCarta Equity, QapitaCarta Equity, ShareworksChangedCarta EquityQapitaagainst: Carta Equity, Shareworksno first choiceagainst: AngelList Stack, Carta Equity, Eqvista, Pulley
Three alternatives
Diligent Equity, EquityList, LedgyTwo alternatives
J.P. Morgan Workplace Solutions, LedgyFour alternatives
Astrella, EquityList, Ledgy, PulleyOne alternative
LedgyDeepSeek V4 FlashCarta Equity, Shareworksagainst: PulleyComputershareChangedCarta Equityagainst: J.P. Morgan Workplace Solutions, PulleyQapitaagainst: Astrella, Carta Equity, LedgyCarta Equityagainst: AngelList Stack, Capboard, Carta Equity, Eqvista, Ledgy, Pulley, SeedLegals
Three alternatives
J.P. Morgan Workplace Solutions, Ledgy, QapitaTwo alternatives
Carta Equity, Morgan Stanley at WorkThree alternatives
Ledgy, Qapita, ShareworksOne alternative
Morgan Stanley at WorkThree alternatives
Eqvista, J.P. Morgan Workplace Solutions, LedgyLlama 4 MaverickLedgyShareworksChangedCarta EquityQapitano first choiceagainst: Carta Equity
Four alternatives
Carta Equity, Eqvista, Qapita, SeedLegalsFive alternatives
Carta Equity, Eqvista, J.P. Morgan Workplace Solutions, Ledgy, QapitaFive alternatives
Eqvista, J.P. Morgan Workplace Solutions, Ledgy, Morgan Stanley at Work, QapitaFive alternatives
Carta Equity, Eqvista, J.P. Morgan Workplace Solutions, Ledgy, Morgan Stanley at WorkQwen 3.7 FlashShareworksCarta EquityChangedCarta Equityagainst: PulleyPenduloagainst: PulleyLedgy, Shareworksagainst: Eqvista, Pulleyagainst: Carta Equity, Eqvista, Gust Equity Management, Pulley, SAP, Salesforce Financial Services Cloud
Three alternatives
Carta Equity, Equity Methods, Workday EquityTwo alternatives
Ledgy, ShareworksThree alternatives
Certent Equity Management, Ledgy, ShareworksTwo alternatives
Carta Equity, ShareworksOne alternative
Carta EquityKimi K2Carta Equityagainst: PulleyJ.P. Morgan Workplace SolutionsChangedagainst: Carta EquityCarta Equityagainst: PulleyQapitaagainst: Carta EquityShareworksagainst: AngelList Stack, Astrella, Captable.io, EquityListagainst: Carta Equity, Fidelity Private Shares, Pulley, Shareworks
Two alternatives
Eqvista, ShareworksOne alternative
ShareworksThree alternatives
Fidelity Private Shares, Ledgy, ShareworksTwo alternatives
CapTab, Morgan Stanley at WorkThree alternatives
Carta Equity, Ledgy, PulleyGLM 4.7 FlashXCarta EquityJ.P. Morgan Workplace SolutionsChangedCarta EquityEqvistaagainst: Carta Equityno first choiceagainst: Astrella, Capboard, Captable.io, Carta Equity, Ledgy, Pulley, SeedLegals
Four alternatives
Diligent Equity, Equiniti, Morgan Stanley at Work, QapitaTwo alternatives
Certent Equity Management, ShareworksSeven alternatives
AngelList Stack, Cake Equity, Capshare, Eqvista, LTSE Equity, Ledgy, ShareworksTwo alternatives
Cap.so, QapitaMiniMax M2.5Diligent Equity, EqvistaJ.P. Morgan Workplace Solutions, ShareworksChangedCarta Equityagainst: PulleyCapTabagainst: Carta Equity, EqvistaCarta Equityagainst: Pulleyagainst: Carta Equity, Fidelity Private Shares, Pulley, Shareworks
Three alternatives
EquityList, Nth Round, PulleyOne alternative
Computershare EquatePlusSix alternatives
Cake Equity, Capshare, Eqvista, Ledgy, Qapita, ShareworksTwo alternatives
LTSE Equity, MantleOne alternative
Mantle EquityGPT-6 LunaShareworksShareworksHeldCarta Equity, ShareworksCapboardno first choiceagainst: AngelList's legacy cap-table product, Pulley
Two alternatives
Carta Equity, LedgyThree alternatives
Carta Equity, Fidelity, J.P. Morgan Workplace SolutionsThree alternatives
Diligent Equity, J.P. Morgan Workplace Solutions, LedgyOne alternative
ShareworksMuse Glimmer 30BShareworksagainst: PulleyShareworksHeldagainst: Carta EquityCarta Equityagainst: PulleyMorgan Stanley at Workagainst: Carta Equityno first choiceagainst: AngelList Stack, Astrella, Capboard, Carta Equity, Eqvista, Fidelity Private Shares, Ledgy, Pulley
Three alternatives
Carta Equity, Certent Equity Management, Slic eTwo alternatives
Deel Equity, J.P. Morgan Workplace SolutionsFour alternatives
J.P. Morgan Workplace Solutions, Ledgy, Morgan Stanley at Work Shareworks, QapitaTwo alternatives
CapTab, Capboard Scale-upBold 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 10:17 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:29 | yes | 6 | 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 12:51 | yes | 10 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:11 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 15 | 38 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:34 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:19 | yes | 24 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:41 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:20 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:47 | yes | 20 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:11 | yes | 18 | 105 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:03 | yes | 5 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:37 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:41 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:42 | yes | 2 | 5 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 11:36 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:34 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:18 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:54 | yes | 24 | 63 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:16 | yes | 16 | 53 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:53 | yes | 20 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | yes | 10 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:49 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:16 | yes | 14 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:00 | yes | 5 | 9 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 09:01 | yes | 10 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:33 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 68 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:56 | yes | 13 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:48 | yes | 22 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:31 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:01 | yes | 15 | 79 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:32 | yes | 25 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 17 | 62 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:49 | yes | 20 | 59 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:21 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:14 | yes | 11 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:33 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | yes | 3 | 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 12:37 | yes | 9 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:15 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 13 | 27 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:04 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 25 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:45 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:00 | yes | 14 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:01 | yes | 22 | 20 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:43 | yes | 16 | 51 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:33 | yes | 2 | 25 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:19 | yes | 22 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:30 | yes | 20 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:24 | yes | 3 | 8 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 11:58 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:43 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 10 | 35 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:58 | yes | 24 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:28 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:45 | yes | 24 | 64 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:02 | yes | 23 | 61 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:58 | yes | 15 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:14 | yes | 19 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:39 | yes | 2 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:52 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | yes | 4 | 6 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 12:12 | yes | 13 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:22 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 16 | 35 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:25 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:01 | yes | 23 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:45 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:54 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:22 | yes | 24 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:13 | yes | 20 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:30 | yes | 24 | 85 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:16 | yes | 2 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:22 | yes | 19 | 26 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Carta read as Carta Equity
Carta (Enterprise Plan) read as Carta Equity
Carta (Enterprise Tier) read as Carta Equity
Carta (Formerly eShares) read as Carta Equity
Carta (including Carta Equity Suite) read as Carta Equity
Carta Enterprise read as Carta Equity
Certent read as Certent Equity Management
Diligent read as Diligent Equity
Diligent (formerly Boardroom or similar modules) read as Diligent Equity
Gust read as Gust Equity Management
Unresolved, counted raw
AST / Equiniti
Altshare
AngelList equity management
Angeloop
Cap.so
Capboard Scale-up
CartaX
Equiniti (EquiTrax™)
Equisoft / Eqvista
Equity Methods
EquityEffect
KoreConX
Mantle Equity
Pendulo
Salesforce Financial Services Cloud
Slic e
Workday Equity
Discontinued, still offered
No shut-down product was recommended here.