Cap table management
Asked as “cap table management software”, and as “equity management platform”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50Carta Equity20Eqvista09Ledgy21others
50% of first choices, clear leader.
Since October 2026▲+17Since October 2026: 33% → 50%, +17 points. Past the 10-point floor: movement.Carta Equity held the lead, +17 points on 33%, 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
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.This pageEnterprise
Shareworks32%Contested▼−6Since October 2026: 38% → 32%, −6 points. Inside the 10-point floor: within noise.Standing →
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.This pageEnterpriseShareworks32%Contested▼−6Since October 2026: 38% → 32%, −6 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Carta Equity50%19%78endorsed leader▲+17Since October 2026: 33% → 50%, +17 points. Past the 10-point floor: movement.33% → 50%
02Eqvista20%3%38accepted challenger▲+8Since October 2026: 12% → 20%, +8 points. Inside the 10-point floor: within noise.12% → 20%
Eqvista20%3%38accepted challenger▲+8Since October 2026: 12% → 20%, +8 points. Inside the 10-point floor: within noise.12% → 20%03
Ledgy9%2%56accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise.2% → 9%
Ledgy9%2%56accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise.2% → 9%04
Cake Equity5%3%33accepted challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 10-point floor: within noise.12% → 5%
Cake Equity5%3%33accepted challenger▼−7Since October 2026: 12% → 5%, −7 points. Inside the 10-point floor: within noise.12% → 5%05
Fidelity Private Shares5%0%17accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise.2% → 5%
Fidelity Private Shares5%0%17accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise.2% → 5%06
Qapita4%4%25accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 10-point floor: within noise.12% → 4%
Qapita4%4%25accepted challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 10-point floor: within noise.12% → 4%07
EquityList2%0%16accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
EquityList2%0%16accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%08
Capboard2%15%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Capboard2%15%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
11
Pulley0%59%59criticized challenger▼−18Since October 2026: 18% → 0%, −18 points. Past the 10-point floor: movement.18% → 0%
Pulley0%59%59criticized challenger▼−18Since October 2026: 18% → 0%, −18 points. Past the 10-point floor: movement.18% → 0%10
AngelList Stack0%54%28criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
AngelList Stack0%54%28criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%09Shareworks0%25%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Shareworks0%25%32criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 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
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 →
C01
02030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Carta Equity50%
02Eqvista20%
Eqvista20%03Ledgy9%
Ledgy9%04Cake Equity5%
Cake Equity5%05Fidelity Private Shares5%
Fidelity Private Shares5%06Qapita4%
Qapita4%07EquityList2%
EquityList2%08Capboard2%
Capboard2%09Shareworks0%
Shareworks0%10AngelList Stack0%
AngelList Stack0%11Pulley0%
Pulley0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Pulley59%
35 of 59 labels negative · 14 of 14 models · 29 hard negative
“Avoid Pulley: Pulley was a favorite among seed-stage startups but announced it will cease all operations on December 8, 2026.” Qwen 3.7 Flash, budget prompt
Carta Equity
19%
15 of 78 labels negative · 12 of 14 models · 1 hard negative
“Carta — Multiple Red Flags... founders are being forced into "cancellation request" meetings with sales reps” DeepSeek V4 Flash, negative prompt
AngelList Stack54%
15 of 28 labels negative · 11 of 14 models · 12 hard negative
“AngelList Stack: Avoid for new customers. It reportedly stopped accepting new customers in August 2026” Perplexity Sonar, negative prompt
Shareworks25%
8 of 32 labels negative · 7 of 14 models · 1 hard negative
“avoiding the UX and support issues repeatedly reported for Shareworks and Certent for participant-facing equity administration” Muse Glimmer 30B, 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
75 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. 852 links across 176 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 · Carta40 answers · 51 citations · 14 models
vendor site · EquityList39 answers · 56 citations · 11 models
vendor site · Qapita30 answers · 36 citations · 9 models
29 answers · 33 citations · 11 models
vendor site · Cake Equity25 answers · 38 citations · 10 models
22 answers · 29 citations · 10 models
vendor site · G219 answers · 37 citations · 10 models
vendor site · Eqvista19 answers · 35 citations · 11 models
19 answers · 19 citations · 11 models
18 answers · 18 citations · 7 models
vendor site · Guideflow17 answers · 18 citations · 7 models
vendor site · Pulley14 answers · 17 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.
25 answers · 9 models
24 answers · 11 models
21 answers · 8 models
19 answers · 9 models
19 answers · 11 models
17 answers · 9 models
17 answers · 12 models
17 answers · 7 models
15 answers · 7 models
12 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| Carta Equity carta.com | 50% | 206 | 506,905 | $2,839 | 29 | 1 | ||
| Eqvista eqvista.com | 20% | 121 | 720 | 6 | 95,715 | 42 | 7 | |
| Ledgy ledgy.com | 9% | 145 | 720 | 5 | 23,563 | 2 | ||
| Cake cakeequity.com Cake Equity 5% | 5% | 84 | 720 | 12 | 13,070 | 24 | 2 | |
| Fidelity Private Shares fidelityprivateshares.com | 5% | 40 | 720 | 2 | 6,507 | 23 | 6 | |
| Qapita qapita.com | 4% | 66 | 720 | 4 | 17,649 | $122 | 11 | |
| EquityList equitylist.co | 2% | 43 | 70 | 6 | 3,112 | |||
| Capboard capboard.io | 2% | 30 | 140 | 0 | 13,784 | 5 | ||
| Mantle withmantle.com | 2% | 15 | 60,500 | 19,775 | 436 | 13 | ||
| Morgan Stanley's Shareworks | 2% |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (cakeequity.com, carta.com, eqvista.com, pulley.com, vcbeast.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 a mid-market B2B company?”Paraphrase“Which equity management platform would you recommend to a mid-sized B2B company?”Comparative“What are the top cap table platforms and how do they differ?”Budget-constrained“What is the best cap table management software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a cap table management software. What should we look at?”Negative“Which cap table platforms should I avoid or be cautious about?”
Claude Haiku 4.5Qapitano first choiceChangedCarta Equityagainst: AngelList StackCake Equity, Eqvistano first choiceagainst: AngelList Stack, Carta Equity, Pulley, Shareworks
Three alternatives
Cake Equity, Pulley, ShareworksFive alternatives
Cake Equity, Ledgy, Pulley, Qapita, ShareworksFour alternatives
Carta Equity, Fidelity Private Shares, Gust Equity Management, PulleyGPT-5.4 miniCarta EquityCarta EquityHeldCarta EquityEqvistaagainst: Carta Equityno first choiceagainst: Capboard, Carta Equity, Pulley, Shareworks
Three alternatives
Eqvista, Ledgy, PulleyFour alternatives
Eqvista, Ledgy, Pulley, ShareworksOne alternative
PulleyGemini 3.5 FlashCarta EquityCarta EquityHeldCarta EquityMantleCarta Equityagainst: Pulleyagainst: Carta Equity, Spreadsheets
Three alternatives
Ledgy, Pulley, ShareworksThree alternatives
Ledgy, Pulley, ShareworksFive alternatives
Cake Equity, Eqvista, Fidelity, Ledgy, Morgan Stanley at WorkFive alternatives
Cake Equity, Carta Equity, Eqvista, OpenCap Stack, PulleyTwo alternatives
Ledgy, ShareworksPerplexity SonarCarta Equityagainst: PulleyCarta EquityHeldagainst: EqvistaCarta Equityagainst: Astrella, CapbaseEqvistano first choiceagainst: AngelList Stack, Capboard, Captable.io, LTSE Equity, Pulley
Three alternatives
Ledgy, Qapita, ShareworksFour alternatives
Certent Equity Management, Ledgy, Qapita, ShareworksFour alternatives
Ledgy, Pulley, Qapita, ShareworksFour alternatives
Cake Equity, Capboard, Carta Equity, Gust Equity ManagementGrok 4.20Carta Equityagainst: Cake Equity, Pulley, QapitaLedgyChangedagainst: Astrella, J.P. Morgan Workplace Solutions, Pulley, ShareworksCake Equity, Carta Equityagainst: PulleyEqvistaagainst: Ledgy, Pulleyno first choiceagainst: Carta Equityagainst: AngelList Stack, Carta Equity, Pulley, Shareworks
Two alternatives
EquityList, LedgyTwo alternatives
Carta Equity, EqvistaThree alternatives
Ledgy, Qapita, ShareworksThree alternatives
Capboard, Carta Equity, EquityListFive alternatives
Cake Equity, Certent Equity Management, EquityList, Ledgex, PulleyMistral SmallCarta Equity, LedgyCarta Equity, LedgyHeldCarta Equityagainst: PulleyFidelity Private Sharesno first choiceagainst: Carta Equityagainst: AngelList Stack, Pulley
One alternative
EquityListTwo alternatives
EquityList, LedgyTwo alternatives
Carta Equity, EquityListThree alternatives
Captable.io, Eqvista, PulleyDeepSeek V4 FlashCarta Equityagainst: AngelList Stack, PulleyCarta EquityHeldagainst: PulleyCarta Equityagainst: AngelList Stack, PulleyCake Equity, Eqvistaagainst: AngelList Stack, PulleyCarta Equityagainst: Carta Equity, Pulley, Shareworks
Two alternatives
Ledgy, QapitaTwo alternatives
Ledgy, ShareworksSix alternatives
Cake Equity, Eqvista, Fidelity Private Shares, Ledgy, Qapita, ShareworksThree alternatives
Capboard, Carta Equity, OpenCap StackFive alternatives
Cake Equity, Ledgy, Morgan Stanley at Work, Pulley, QapitaLlama 4 MaverickCarta EquityEqvistaChangedCarta EquityCake Equityno first choiceagainst: AngelList Stack, Carta Equity, Pulley
Two alternatives
Capdesk from Carta, LedgyOne alternative
PulleyTwo alternatives
Capboard, EqvistaQwen 3.7 FlashCarta Equity, LedgyCapboard, Eqvista, LedgyChangedCarta EquityEqvistaagainst: AngelList Stack, Pulleyno first choiceagainst: Google Sheets, Microsoft Excel
One alternative
PulleyFour alternatives
AngelList Stack, Eqvista, Ledgy, PulleyFour alternatives
Capboard, Carta Equity, Fidelity Private Shares, QapitaKimi K2Carta Equityagainst: Pulley, ShareworksCarta EquityHeldCarta EquityCarta Equity, Eqvistaagainst: AngelList Stack, Pulleyno first choiceagainst: Carta Equity, Pulley
Two alternatives
Ledgy, QapitaThree alternatives
Ledgy, Qapita, ShareworksThree alternatives
AngelList Stack, Ledgy, PulleyTwo alternatives
Cake Equity, LedgyGLM 4.7 FlashXCarta EquityEqvistaChangedCarta EquityFidelity Private Sharesagainst: AngelList StackCarta Equity, Morgan Stanley's Shareworks, Qapitaagainst: Captable.io, Carta Equity, LTSE Equity, Pulley
Six alternatives
AngelList Stack, Capboard, Fidelity Private Shares, Ledgy, Pulley, WalterTwo alternatives
Carta Equity, LedgyEight alternatives
AngelList Stack, Astrella, EquityList, Eqvista, Ledgy, Morgan Stanley at Work, Pulley, QapitaThree alternatives
Carta Equity, EquityList, EqvistaOne alternative
LedgyMiniMax M2.5Carta Equity, EquityListCarta EquityChangedCarta Equityagainst: PulleyEqvistaagainst: AngelList Stack, Carta Equity, PulleyCarta Equityagainst: Carta Equity, J.P. Morgan Workplace Solutions, Pulley, Solium
Two alternatives
Ledgy, QapitaTwo alternatives
Ledgy, QapitaEight alternatives
AngelList Stack, Astrella, Cake Equity, EquityList, Eqvista, J.P. Morgan Workplace Solutions, Ledgy, QapitaThree alternatives
Cake Equity, Carta Equity, Fidelity Private SharesFour alternatives
Diligent Equity, EquityList, Ledgy, PulleyGPT-6 LunaCarta Equityagainst: PulleyCarta EquityHeldagainst: PulleyCarta Equityagainst: PulleyCarta Equityno first choiceagainst: Carta Equity, Pulley, Shareworks
Two alternatives
Fidelity Private Shares, ShareworksOne alternative
ShareworksFive alternatives
Cake Equity, Eqvista, Ledgy, Morgan Stanley at Work, ShareworksTwo alternatives
Cake Equity, EqvistaMuse Glimmer 30BCarta Equityagainst: PulleyCarta EquityHeldCarta Equityagainst: PulleyFidelity Private Sharesagainst: AngelList Stack, Pulleyno first choiceagainst: Pulleyagainst: Airtable, Carta Equity, Certent Equity Management, Fidelity's Private Shares, Pulley, Shareworks
Two alternatives
Ledgy, Morgan Stanley at Work ShareworksFive alternatives
Capdesk, J.P. Morgan Workplace Solutions, Ledgy, Optio Incentives, ShareworksFive alternatives
AngelList Stack, Eqvista, Ledgy, Qapita, ShareworksSix alternatives
Capboard, Carta Equity, EquityList, Eqvista, Ledgy, OpenCap StackBold 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 10:39 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:37 | yes | 3 | 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 09:50 | yes | 14 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:44 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 10 | 30 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:14 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 24 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:52 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:57 | yes | 5 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:40 | yes | 15 | 39 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:22 | yes | 14 | 59 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:17 | yes | 18 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:59 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:11 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:59 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:59 | yes | 1 | 7 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 10:38 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 10 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:02 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:38 | yes | 24 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:26 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:35 | yes | 17 | 77 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:30 | yes | 23 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 20 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:40 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:41 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:50 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | yes | 8 | 7 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 08:54 | yes | 9 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 9 | 31 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:19 | yes | 9 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:22 | yes | 21 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:14 | yes | 5 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 17 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:30 | yes | 10 | 137 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:18 | yes | 9 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:50 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | yes | 4 | 4 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 12:24 | yes | 12 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:44 | yes | 10 | 2 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:41 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:49 | yes | 18 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:01 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:58 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:04 | yes | 23 | 78 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 13 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:42 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:49 | yes | 14 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:18 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:34 | no | 0 | 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 12:08 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:56 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:08 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:11 | yes | 19 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:15 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:51 | no | 0 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:21 | yes | 14 | 73 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:26 | yes | 10 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 2 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:22 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:50 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:29 | 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 12:54 | yes | 18 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 25 | 43 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:14 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:39 | yes | 25 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:54 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:10 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:42 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:59 | yes | 24 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:46 | yes | 21 | 66 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:01 | yes | 3 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:26 | yes | 23 | 29 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
AngelList read as AngelList Stack
AngelList (Stack) read as AngelList Stack
AngelList (now Angellist / Vesting) read as AngelList Stack
Cake read as Cake Equity
Carta read as Carta Equity
Carta (Equity Suite) read as Carta Equity
Carta (Launch Plan) read as Carta Equity
Carta Launch read as Carta Equity
Certent read as Certent Equity Management
Diligent read as Diligent Equity
Excel read as Microsoft Excel
Gust read as Gust Equity Management
Manual Spreadsheets (Excel / Google Sheets) read as Spreadsheets
Unresolved, counted raw
Capdesk from Carta
Captable.cloud
CompTrak
E*TRADE Equity Edge Online
EquityZen
Fidelity's Private Shares
Google Sheet/Excel
J.P.Morgan Workplace Solutions
Ledgex
Morgan Stanley's Shareworks
OptionTrax
Pledge
Shareworks Morgan Stanley
Vega Equity
Vetta
Walter
Discontinued, still offered
No shut-down product was recommended here.