Cap table management
Asked as “cap table management software”, and as “equity management platform”, on behalf of a mid-market B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
44%
Clear leader
44Carta Equity14Qapita12Eqvista31others
44% of first choices, 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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Carta Equity vs Cake EquityCarta Equity vs LedgyCarta Equity vs ShareworksCarta Equity vs Fidelity Private SharesQapita vs EqvistaQapita vs PulleyQapita vs Cake EquityQapita vs LedgyQapita vs ShareworksQapita vs Fidelity Private SharesEqvista vs PulleyEqvista vs Cake EquityEqvista vs LedgyEqvista vs ShareworksEqvista vs Fidelity Private SharesPulley vs Cake EquityPulley vs LedgyPulley vs ShareworksPulley vs Fidelity Private SharesCake Equity vs LedgyCake Equity vs ShareworksCake Equity vs Fidelity Private SharesLedgy vs ShareworksLedgy vs Fidelity Private SharesShareworks vs Fidelity Private Shares
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
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Carta Equity44%
02Qapita14%
Qapita14%03Eqvista12%
Eqvista12%04Pulley8%
Pulley8%05Cake Equity7%
Cake Equity7%06Ledgy3%
Ledgy3%07Shareworks3%
Shareworks3%08Fidelity Private Shares2%
Fidelity Private Shares2%What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, DeepSeek V4 Flash, 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.
Carta Equity
22%
14 of 65 labels negative · 11 of 12 models · 3 hard negative
“Skip enterprise tools like Carta's paid plans (Build/Grow can run $3,000–$12,000/year” DeepSeek V4 Flash, budget prompt
Pulley30%
17 of 56 labels negative · 9 of 12 models · 12 hard negative
“When to avoid: Immediately if considering now—migrate risks data loss or disruption... obsolete.” Grok 4.20, negative prompt
Shareworks27%
7 of 26 labels negative · 4 of 12 models · 3 hard negative
“treat any enterprise-level platform (Shareworks, Morgan Stanley) as a contract trap for early-stage companies” DeepSeek V4 Flash, negative prompt
Spreadsheets
100%
3 of 3 labels negative · 3 of 12 models · 3 hard negative
“These are risky because: No audit trail, Formula errors can cause costly mistakes, Version control chaos” MiniMax M2.5, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 857 links across 145 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Cake Equity49 answers · 60 citations · 11 models
vendor site · Qapita36 answers · 50 citations · 10 models
vendor site · Guideflow34 answers · 36 citations · 11 models
vendor site · Eqvista32 answers · 42 citations · 11 models
31 answers · 31 citations · 11 models
28 answers · 37 citations · 11 models
21 answers · 21 citations · 10 models
vendor site · Pulley19 answers · 25 citations · 8 models
vendor site · Carta18 answers · 19 citations · 8 models
vendor site · G218 answers · 18 citations · 8 models
vendor site · Worldmetrics17 answers · 26 citations · 8 models
17 answers · 20 citations · 6 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.
42 answers · 11 models
32 answers · 11 models
31 answers · 11 models
25 answers · 9 models
24 answers · 10 models
21 answers · 10 models
18 answers · 8 models
17 answers · 10 models
17 answers · 7 models
15 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 | 44% | 206 | 506,905 | $2,839 | 29 | 1 | ||
| Qapita qapita.com | 14% | 66 | 720 | 4 | 17,649 | $122 | 11 | |
| Eqvista eqvista.com | 12% | 121 | 720 | 6 | 95,715 | 42 | 7 | |
| Pulley pulley.com | 8% | 173 | 49,500 | 26,013 | 22,480 | 37 | 2 | |
| Cake cakeequity.com Cake Equity 7% | 7% | 84 | 720 | 12 | 13,070 | 24 | 2 | |
| Ledgy ledgy.com | 3% | 145 | 720 | 5 | 23,563 | 2 | ||
| Shareworks morganstanley.com Shareworks 3%, Morgan Stanley at Work 0% | 3% | 91 | 22,200 | 298 | 1,187,677 | $46 | 77 | 4 |
| Fidelity Private Shares fidelityprivateshares.com | 2% | 40 | 720 | 2 | 6,507 | 23 | 6 | |
| Mantle withmantle.com | 2% | 15 | 60,500 | 19,775 | 436 | 13 | ||
| Gust gust.com Gust Equity Management 2% | 2% | 6 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (cakeequity.com, carta.com, eqvista.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 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 4.5Carta Equityno first choiceChangedCarta Equityagainst: PulleyEqvista, Gust Equity Managementno first choiceagainst: Carta Equity, Pulley
Three alternatives
Cake Equity, Pulley, QapitaThree alternatives
Cake Equity, Eqvista, LedgyTwo alternatives
Cake Equity, MantleGPT-5.4 miniCarta Equityagainst: PulleyCarta EquityHeldCarta Equityagainst: PulleyEqvistano first choiceagainst: Carta Equity
Three alternatives
Eqvista, Ledgy, ShareworksThree alternatives
Eqvista, Ledgy, ShareworksThree alternatives
Eqvista, Ledgy, ShareworksTwo alternatives
Carta Equity, PulleyGemini 3.5 FlashCarta EquityCarta EquityHeldagainst: ShareworksCarta Equityagainst: PulleyMantleagainst: Carta Equity, PulleyCarta Equityagainst: Carta Equity, Pulley, Spreadsheets
Four alternatives
ClosingWell, Ledgy, Pulley, QapitaFour alternatives
Cake Equity, Eqvista, Ledgy, PulleyFive alternatives
Cake Equity, Eqvista, Fidelity Private Shares, Ledgy, MantleThree alternatives
Cake Equity, Eqvista, Fidelity Private SharesFour alternatives
Ledgy, Pulley, Qapita, ShareworksPerplexity SonarCarta EquityQapitaChangedCarta EquityCake Equityagainst: Pulleyno first choiceagainst: AngelList Stack, Carta Equity
One alternative
QapitaFour alternatives
Carta Equity, Eqvista, Ledgy, ShareForceSeven alternatives
Cake Equity, Eqvista, Fidelity Private Shares, Ledgy, Pulley, Qapita, ShareworksOne alternative
EqvistaGrok 4.20Carta Equityagainst: Google Sheets, Spreadsheets, Trusted InsightCarta EquityHeldCarta EquityEqvistaagainst: Ledgy, PulleyCarta Equity, Ledgy, Pulleyagainst: Shareworksagainst: Carta Equity, Pulley, Shareworks
Two alternatives
Ledgy, PulleyFour alternatives
Cake Equity, Ledgy, Pulley, QapitaFour alternatives
Cake Equity, Eqvista, Ledgy, PulleyThree alternatives
Cake Equity, Carta Equity, Fidelity Private SharesOne alternative
QapitaMistral SmallCarta Equity, QapitaCarta Equity, QapitaHeldCarta EquityCarta Equity, Eqvista, Pulleyno first choiceagainst: Carta Equity
One alternative
Cake EquityFour alternatives
Cake Equity, Ledgy, Pulley, ShareworksTwo alternatives
Cake Equity, Fidelity Private SharesDeepSeek V4 FlashCarta Equity, Qapitaagainst: PulleyAstrellaChangedagainst: Pulley, Qapita, ShareworksCarta Equity, Pulleyagainst: AngelList StackCarta Equity, Eqvista, Fidelity Private Sharesagainst: AngelList Stack, Carta Equity, ShareworksCarta Equity, Qapita, Shareworksagainst: LTSE Equity, Pulleyagainst: Carta Equity, Ledgy, Pulley, Shareworks
One alternative
LedgyOne alternative
Carta EquityFive alternatives
Cake Equity, Eqvista, Fidelity Private Shares, Ledgy, ShareworksThree alternatives
Cake Equity, Capboard, PulleyLlama 4 MaverickCarta Equity, Pulley, QapitaEqvistaChangedCarta EquityCake Equityno first choicenothing named
Three alternatives
Carta Equity, Fidelity Private Shares, QapitaFour alternatives
Cake Equity, Eqvista, Ledgy, PulleyThree alternatives
Carta Equity, Ledgy, PulleyQwen 3.7 FlashCarta EquityPulleyChangedCarta Equity, PulleyCapsuleagainst: Carta EquityCarta Equityagainst: Broadridgeagainst: AngelList Stack, Carta Equity, Microsoft Excel, Pulley
Two alternatives
Pulley, QapitaTwo alternatives
Captable Software, Carta EquityThree alternatives
Capboard, Eqvista, LedgyThree alternatives
AngelList Stack, Google Sheets / Excel, ShareworksThree alternatives
Capshare, Pulley, ShareworksKimi K2Carta EquityCarta EquityHeldCarta Equity, PulleyCarta Equity, EqvistaCarta Equityagainst: Carta Equity, Pulley, Shareworks
Four alternatives
Cake Equity, Eqvista, Ledgy, PulleyTwo alternatives
Pulley, QapitaSix alternatives
AngelList Stack, Cake Equity, Eqvista, Ledgy, Qapita, ShareworksTwo alternatives
Capbase, PulleyTwo alternatives
Pulley, ShareworksGLM 4.7 FlashXQapitaagainst: Carta EquityCake Equity, QapitaChangedCarta EquityCarta Equity, Pulleyno first choicenothing named
Four alternatives
Cake Equity, Capshare, Mantle, PulleyTwo alternatives
Carta Equity, LedgySix alternatives
Eqvista, Ledgy, Mantle, Morgan Stanley at Work, Pulley, QapitaFour alternatives
Cake Equity, Capboard, Eqvista, OpenCap StackMiniMax M2.5Carta Equity, ShareworksCarta Equity, LedgyChangedCarta EquityCake Equityno first choiceagainst: Carta Equity, Pulley, Spreadsheets
Two alternatives
EquityZen, LedgyOne alternative
Optio IncentivesFive alternatives
Cake Equity, Ledgy, Pulley, Qapita, ShareworksTwo alternatives
Carta Equity, PulleyBold 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.
Seventy-two 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 | 2026-09-17 18:43 | yes | 9 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:20 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:03 | yes | 13 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 21:01 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:11 | yes | 20 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:10 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:01 | yes | 13 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:38 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:29 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:38 | yes | 15 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:58 | yes | 29 | 57 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:58 | no | 0 | 11 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:31 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:17 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:26 | yes | 17 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:40 | yes | 16 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:08 | yes | 29 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:56 | yes | 27 | 73 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:36 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:01 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:02 | yes | 12 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:42 | yes | 15 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:24 | yes | 8 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:03 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:01 | yes | 6 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:24 | yes | 22 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:47 | yes | 20 | 13 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:56 | yes | 20 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:13 | yes | 9 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:49 | yes | 16 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:47 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:42 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:46 | yes | 9 | 45 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:43 | yes | 14 | 86 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:41 | yes | 9 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:13 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:29 | yes | 2 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:35 | yes | 23 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:00 | yes | 20 | 7 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:30 | yes | 20 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:13 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:13 | yes | 8 | 13 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:05 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:31 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:08 | yes | 8 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:30 | yes | 9 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:34 | yes | 11 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:21 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:41 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:01 | yes | 12 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:09 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:32 | yes | 12 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:52 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:36 | yes | 17 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:53 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:47 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:18 | yes | 15 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:54 | yes | 10 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:05 | yes | 5 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:35 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:11 | yes | 1 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:02 | yes | 13 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 21:01 | yes | 16 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:53 | yes | 40 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:03 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:09 | yes | 24 | 71 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:16 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:00 | yes | 25 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:01 | yes | 29 | 57 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:53 | yes | 27 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:08 | yes | 20 | 34 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
1 of 3 flipped
GPT-5.4 mini
1 of 4 flipped
Gemini 3.5 Flash
1 of 5 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.20
5 of 6 flipped
Mistral Small
4 of 5 flipped
DeepSeek V4 Flash
5 of 6 flipped
Llama 4 Maverick
4 of 5 flipped
Qwen 3.7 Flash
3 of 5 flipped
Kimi K2
5 of 6 flipped
GLM 4.7 FlashX
4 of 5 flipped
MiniMax M2.5
4 of 4 flipped
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
AngelList (Wellfound) read as AngelList Stack
Cake read as Cake Equity
Carta read as Carta Equity
Carta Go read as Carta Equity
Carta Launch read as Carta Equity
Carta's paid plans read as Carta Equity
Excel / Spreadsheets read as Microsoft Excel
J.P. Morgan read as J.P. Morgan Workplace Solutions
Unresolved, counted raw
Blackbaud
Capsule
Captable Software
ClosingWell
EquityPoint
EquityZen
Keela
Proshare
Sharesight
Sharing
Trusted Insight
Wiso
Discontinued, still offered
No shut-down product was recommended here.