Index › Finance › Equity and corporate › Cap table management › Small business · November 2026 Edition
Cap table management for small business buyers
Asked as “cap table management software”, and as “equity management platform”, on behalf of a small B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · Carta Equity 26%
38Eqvista26Carta Equity12Cake Equity24others
38% of first choices, contested.
Since October 2026▲+9Since October 2026: 29% → 38%, +9 points. Inside the 10-point floor: within noise.Eqvista held the lead, +9 points on 29%, 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.This pageMid-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.Standing →
Eqvista38%Contested▲+9Since October 2026: 29% → 38%, +9 points. Inside the 10-point floor: within noise.This pageMid-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.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
01Eqvista38%3%62endorsed leader▲+9Since October 2026: 29% → 38%, +9 points. Inside the 10-point floor: within noise.29% → 38%
Eqvista38%3%62endorsed leader▲+9Since October 2026: 29% → 38%, +9 points. Inside the 10-point floor: within noise.29% → 38%02Carta Equity26%38%73criticized challenger▲+5Since October 2026: 21% → 26%, +5 points. Inside the 10-point floor: within noise.21% → 26%
03
Cake Equity12%6%48accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 10-point floor: within noise.16% → 12%
Cake Equity12%6%48accepted challenger▼−4Since October 2026: 16% → 12%, −4 points. Inside the 10-point floor: within noise.16% → 12%04
Pulley12%53%59criticized challenger▼−9Since October 2026: 21% → 12%, −9 points. Inside the 10-point floor: within noise.21% → 12%
Pulley12%53%59criticized challenger▼−9Since October 2026: 21% → 12%, −9 points. Inside the 10-point floor: within noise.21% → 12%05
Fidelity Private Shares5%13%15accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%
Fidelity Private Shares5%13%15accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%06
EquityList2%0%20accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
EquityList2%0%20accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%07
Capboard2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Capboard2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the five products at 0%, ordered by negative rate
12Shareworks0%79%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Shareworks0%79%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
AngelList Stack0%59%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
AngelList Stack0%59%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Ledgy0%9%44accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Ledgy0%9%44accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Mantle0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Mantle0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Qapita0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
Qapita0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 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-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
03040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Eqvista38%
Eqvista38%02Carta Equity26%
03Cake Equity12%
Cake Equity12%04Pulley12%
Pulley12%05Fidelity Private Shares5%
Fidelity Private Shares5%06EquityList2%
EquityList2%07Capboard2%
Capboard2%08Ledgy0%
Ledgy0%09Mantle0%
Mantle0%10Qapita0%
Qapita0%11AngelList Stack0%
AngelList Stack0%12Shareworks0%
Shareworks0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
Carta Equity
38%
28 of 73 labels negative · 14 of 14 models · 1 hard negative
“Avoid Carta for now—it has the deepest features but pricing scales aggressively” Kimi K2, budget prompt
Pulley53%
31 of 59 labels negative · 11 of 14 models · 25 hard negative
“it announced it is shutting down on December 8, 2026... If you were considering Pulley, you'll need to choose a different platform now.” DeepSeek V4 Flash, comparative prompt
Shareworks79%
11 of 14 labels negative · 10 of 14 models · 3 hard negative
“Enterprise & Late-Stage Platforms (Avoid)... Completely avoid these platforms until you are nearing an IPO” Gemini 3.5 Flash, negative prompt
AngelList Stack59%
13 of 22 labels negative · 7 of 14 models · 11 hard negative
“AngelList Stack stopped accepting new customers in August 2026, making it unavailable for new users” Mistral Small, 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
77 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. 836 links across 166 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 · EquityList41 answers · 58 citations · 11 models
vendor site · Qapita41 answers · 45 citations · 11 models
vendor site · Eqvista29 answers · 48 citations · 12 models
vendor site · Cake Equity27 answers · 40 citations · 10 models
vendor site · Carta25 answers · 34 citations · 11 models
25 answers · 28 citations · 10 models
25 answers · 25 citations · 11 models
vendor site · Capboard22 answers · 25 citations · 7 models
publisher (Gane)22 answers · 24 citations · 8 models
vendor site · G217 answers · 28 citations · 11 models
17 answers · 21 citations · 10 models
vendor site · Astrella16 answers · 18 citations · 7 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 · 10 models
33 answers · 9 models
25 answers · 11 models
21 answers · 8 models
20 answers · 10 models
18 answers · 9 models
16 answers · 6 models
15 answers · 8 models
13 answers · 8 models
13 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 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 |
|---|---|---|---|---|---|---|---|---|
| Eqvista eqvista.com | 38% | 121 | 720 | 6 | 95,715 | 42 | 7 | |
| Carta Equity carta.com | 26% | 206 | 506,905 | $2,839 | 29 | 1 | ||
| Cake cakeequity.com Cake Equity 12% | 12% | 84 | 720 | 12 | 13,070 | 24 | 2 | |
| Pulley pulley.com | 12% | 173 | 49,500 | 26,013 | 22,480 | 37 | 2 | |
| Fidelity Private Shares fidelityprivateshares.com | 5% | 40 | 720 | 2 | 6,507 | 23 | 6 | |
| Vestd vestd.com | 3% | 11 | ||||||
| EquityList equitylist.co | 2% | 43 | 70 | 6 | 3,112 | |||
| Capboard capboard.io | 2% | 30 | 140 | 0 | 13,784 | 5 | ||
| Ledgy ledgy.com | 0% | 145 | 720 | 5 | 23,563 | 2 | ||
| Mantle withmantle.com | 0% | 15 | 60,500 | 19,775 | 436 | 13 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (astrella.com, cakeequity.com, capboard.io, carta.com, eqvista.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 small B2B company?”Paraphrase“Which equity management platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top cap table platforms for a small team and how do they differ?”Budget-constrained“What is the best cap table management software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a cap table management software. What should we look at?”Negative“Which cap table platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Eqvista, Pulleyno first choiceChangedCake EquityCake Equityno first choiceagainst: Carta Equity, Shareworks
Two alternatives
Cake Equity, MantleFour alternatives
EquityList, Eqvista, Gust Equity Management, PulleyThree alternatives
Eqvista, Gust Equity Management, OpenCap StackGPT-5.4 miniPulleyagainst: Carta Equity, LedgyPulleyHeldPulleyagainst: ShareworksEqvistano first choicenothing named
Two alternatives
Cake Equity, EqvistaThree alternatives
Cake Equity, Carta Equity, LedgyThree alternatives
Carta Equity, Eqvista, LedgyThree alternatives
Capy, Carta Equity, PulleyGemini 3.5 FlashCarta EquityCarta EquityHeldagainst: PulleyCarta EquityCarta EquityPulleyagainst: Carta Equityagainst: Astrella, Carta Equity, Computershare, Microsoft Excel, Pulley, Shareworks
Three alternatives
Cake Equity, Eqvista, LedgyFour alternatives
Cake Equity, Eqvista, Ledgy, MantleFour alternatives
Cake Equity, Eqvista, Ledgy, MantleFive alternatives
Cake Equity, Eqvista, Excel templates, Google Sheets, MantleThree alternatives
AngelList Stack, Cake Equity, LedgyPerplexity SonarPulleyCake EquityChangedPulleyEqvistaagainst: Carta Equityno first choiceagainst: AngelList Stack, Captable.io, Carta Equity, LTSE Equity, Pulley, Shareworks
Four alternatives
Carta Equity, Eqvista, Ledgy, MantleThree alternatives
Carta Equity, Eqvista, QapitaSix alternatives
Cake Equity, Carta Equity, Eqvista, Fidelity Private Shares, Gust Equity Management, LedgyThree alternatives
AngelList Stack, Cake Equity, LTSE EquityGrok 4.20Eqvista, Pulleyagainst: Carta EquityEqvistaChangedagainst: Cake EquityEqvista, Mantleagainst: Nth Round, PulleyFidelity Private Sharesagainst: Carta EquityCarta Equityagainst: Shareworksagainst: Carta Equity, Certent Equity Management, Eqvista, Fidelity Private Shares, J.P. Morgan Workplace Solutions, Pulley, Shareworks, WOWS Cap Table
Two alternatives
Ledgy, QapitaThree alternatives
Carta Equity, Ledgy, QapitaThree alternatives
Carta Equity, Ledgy, QapitaFive alternatives
Cake Equity, Captable.io, Carta Equity, Eqvista, MantleTwo alternatives
Ledgy, PulleyMistral SmallEqvistaagainst: PulleyEqvista, VestdChangedCake Equity, Eqvistaagainst: Carta Equity, PulleyCake Equity, Eqvistaagainst: Pulleyno first choiceagainst: AngelList Stack, Carta Equity, Morgan Stanley at Work, Pulley, Shareworks
Three alternatives
Cake Equity, Carta Equity, LedgyOne alternative
Deel EquityTwo alternatives
Ledgy, QapitaOne alternative
EquityListDeepSeek V4 FlashCarta Equity, Eqvistaagainst: AngelList Stack, PulleyCake EquityChangedagainst: Carta EquityCake Equityagainst: PulleyEqvistaagainst: PulleyCarta Equityagainst: AngelList Stack, Pulleyagainst: AngelList Stack, Carta Equity, Gust Launch, Morgan Stanley at Work, Pulley, Shareworks
Three alternatives
Cake Equity, Capboard, LedgyThree alternatives
Eqvista, Ledgy, VestdFive alternatives
Capboard, Carta Equity, Eqvista, Fidelity Private Shares, LedgyFour alternatives
Cake Equity, Carta Equity, Ledgy, MantleFour alternatives
EquityList, Eqvista, Fidelity Private Shares, LedgyLlama 4 Maverickno first choiceno first choiceHeldCake EquityCake Equityno first choiceagainst: Carta Equity
Four alternatives
Captable.io, EquityList, Ledgy, PulleyFour alternatives
Capboard, Carta Equity, Eqvista, Fidelity Private SharesQwen 3.7 FlashEqvistaEqvista, VestdChangedagainst: Carta Equity, J.P. Morgan Workplace SolutionsAngelList Stack, Pulleyagainst: Carta EquityEqvistaagainst: AngelList Stack, Pulleyno first choiceagainst: Carta Equityagainst: AngelList Stack, Carta Equity, Excel/Google Sheets
Three alternatives
Cake Equity, Carta Equity, LedgyTwo alternatives
Ledgy, PulleyTwo alternatives
EquityList, LedgyThree alternatives
Cake Equity, Capboard, Carta EquityFour alternatives
EquityBee, Eqvista, Pulley, Salt LadderKimi K2Carta Equity, EqvistaPulleyChangedno first choiceagainst: Carta Equity, PulleyEqvistaagainst: Carta Equity, PulleyCake Equity, Fidelity Private Sharesagainst: Carta Equity, Pulleyagainst: Cake Equity, Carta Equity, Ledgy, Pulley
Three alternatives
Cake Equity, Capboard, LedgyTwo alternatives
Carta Equity, EqvistaFour alternatives
AngelList Stack, Eqvista, Fidelity Private Shares, LedgyOne alternative
Captable.ioTwo alternatives
AngelList Stack, LedgyGLM 4.7 FlashXCarta Equityagainst: PulleyEqvistaChangedCarta Equityagainst: PulleyCarta EquityEquityListagainst: AngelList Stack, Cake Equity, Carta Equity, Eqvista, J.P. Morgan Workplace Solutions, Ledgy, Pulley, Shareworks
Two alternatives
Cake Equity, EqvistaOne alternative
VestdSix alternatives
AngelList Stack, Astrella, EquityList, Eqvista, Ledgy, QapitaTwo alternatives
Eqvista, TenacapFive alternatives
Cake Equity, Carta Equity, Eqvista, Pulley, VestdMiniMax M2.5Carta Equity, Eqvistaagainst: PulleyEqvistaChangedCarta Equity, PulleyCake Equity, Carta Equity, Eqvistaagainst: AngelList Stack, Pulleyno first choiceagainst: Carta Equityagainst: AngelList Stack, Carta Equity, Pulley
Five alternatives
Cake Equity, Capbase, EquityList, Ledgy, QapitaTwo alternatives
EquityList, PulleyFive alternatives
Cake Equity, Capboard, EquityList, Eqvista, LedgyTwo alternatives
Fidelity Private Shares, LedgyFour alternatives
Cake Equity, EquityList, Ledgy, PulleyGPT-6 LunaCarta Equityagainst: PulleyCarta EquityHeldCake Equity, Carta EquityCarta Equityno first choiceagainst: AngelList's legacy cap-table product, Carta Equity, Pulley, Shareworks
One alternative
Cake EquityOne alternative
MantleThree alternatives
Eqvista, Ledgy, PulleyTwo alternatives
Cake Equity, EqvistaMuse Glimmer 30BCapboard, Eqvistaagainst: AngelList Stack, PulleyEqvistaChangedCarta Equityagainst: PulleyCarta Equity, Fidelity Private Sharesagainst: AngelList Stack, PulleyEqvistaagainst: Carta Equityagainst: AngelList Stack, Captable.io, Carta Equity, Fidelity Private Shares, LTSE Equity, Ledgy, Pulley, Shareworks
Three alternatives
Capbase, Carta Equity, Fidelity Private SharesThree alternatives
Carta Equity, Pulley, VestdFour alternatives
AngelList Stack, Capboard, Capshare, LedgyTwo alternatives
EquityList, EqvistaOne alternative
QapitaBold 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 11:56 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:22 | 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 12:00 | yes | 9 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:24 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 27 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:32 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:41 | yes | 17 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:37 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:52 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 13 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:34 | yes | 25 | 112 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:40 | yes | 13 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:29 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:49 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:37 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:05 | yes | 4 | 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 10:15 | yes | 9 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:41 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 15 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:12 | yes | 21 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:13 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:33 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:41 | yes | 15 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:58 | yes | 23 | 80 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | yes | 5 | 27 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:41 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:12 | yes | 8 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:17 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:59 | yes | 2 | 6 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 10:32 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:04 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 10 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:07 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:10 | yes | 24 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:35 | yes | 14 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:57 | yes | 14 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:44 | yes | 25 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:17 | yes | 5 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:16 | yes | 20 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:34 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:17 | yes | 4 | 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 09:10 | yes | 12 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:40 | yes | 10 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 10 | 34 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:06 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:55 | yes | 23 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:32 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | yes | 5 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:31 | yes | 19 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:39 | yes | 18 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:50 | yes | 5 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:58 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | yes | 11 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:35 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | 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 12:46 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:06 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 10 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:05 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:00 | yes | 22 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:48 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:37 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:22 | yes | 14 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:52 | yes | 13 | 67 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 5 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:57 | yes | 3 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:03 | yes | 11 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:43 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:48 | 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 12:55 | yes | 13 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:38 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 13 | 38 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:54 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:50 | yes | 22 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:50 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | yes | 9 | 55 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:51 | yes | 23 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:18 | yes | 23 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:02 | yes | 23 | 65 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:54 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:53 | yes | 14 | 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.
ShowHide
Category-scoped readings
AngelList read as AngelList Stack
Carta read as Carta Equity
Carta (Carta Launch) 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
Excel read as Microsoft Excel
Unresolved, counted raw
Angellist TopCo
Capy
EquityBee
Salt Ladder
Tenacap
WOWS Cap Table
Discontinued, still offered
No shut-down product was recommended here.