Cap table management for enterprise buyers
Asked as “cap table management software”, and as “equity management platform”, on behalf of an enterprise B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
34%
Contested · Shareworks 23%
34Carta Equity23Shareworks09J.P. Morgan Workplace Solutions34others
34% of first choices, contested.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
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.
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 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
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Carta Equity34%
02Shareworks23%
Shareworks23%03Qapita9%
Qapita9%04J.P. Morgan Workplace Solutions9%
J.P. Morgan Workplace Solutions9%05Pulley5%
Pulley5%06Astrella2%
Astrella2%07Eqvista2%
Eqvista2%08Ledgy0%
Ledgy0%09Cake Equity0%
Cake Equity0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Pulley52%
22 of 42 labels negative · 10 of 12 models · 13 hard negative
“the main platforms to avoid or treat cautiously ... that usually means tools like Pulley, Eqvista, Cake Equity” Perplexity Sonar, negative prompt
Carta Equity
31%
19 of 62 labels negative · 9 of 12 models · 4 hard negative
“Carta – Approach with Significant Caution ... Carta was caught using confidential customer cap table data to broker secondary share sales without explicit disclosure.” Kimi K2, negative prompt
Shareworks15%
8 of 55 labels negative · 6 of 12 models
“drawbacks include heavy rollout effort, quote-based pricing ($50K+ typical), and lower user ratings (~3.2/5 on Capterra)” Grok 4.20, negative prompt
Cake Equity58%
7 of 12 labels negative · 5 of 12 models · 3 hard negative
“Platforms to Avoid for Large Enterprises: - Pulley, Cake Equity, Ledgy, Qapita (early tiers), AngelList Equity” Grok 4.20, 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
69 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. 1156 links across 206 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Guideflow44 answers · 46 citations · 11 models
vendor site · Qapita41 answers · 73 citations · 11 models
vendor site · Cake Equity39 answers · 43 citations · 10 models
35 answers · 44 citations · 10 models
33 answers · 33 citations · 10 models
vendor site · Carta31 answers · 48 citations · 10 models
25 answers · 25 citations · 11 models
vendor site · Eqvista24 answers · 38 citations · 10 models
vendor site · Pulley24 answers · 32 citations · 10 models
vendor site · Worldmetrics22 answers · 29 citations · 9 models
vendor site · G220 answers · 27 citations · 9 models
19 answers · 25 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.
38 answers · 11 models
33 answers · 10 models
28 answers · 9 models
25 answers · 10 models
25 answers · 11 models
24 answers · 11 models
19 answers · 10 models
19 answers · 8 models
17 answers · 10 models
16 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| CartaX carta.com Carta Equity 34%, CartaX 0% | 34% | 206 | 506,905 | $2,839 | 29 | 1 | ||
| Shareworks morganstanley.com Shareworks 23%, Morgan Stanley at Work 7% | 30% | 91 | 22,200 | 298 | 1,187,677 | $46 | 77 | 4 |
| Qapita qapita.com | 9% | 66 | 720 | 4 | 17,649 | $122 | 11 | |
| J.P. Morgan jpmorganworkplacesolutions.com J.P. Morgan Workplace Solutions 9% | 9% | 41 | 301,000 | 12,219 | 78,572 | 107 | ||
| Mantle withmantle.com | 7% | 15 | 60,500 | 19,775 | 436 | 13 | ||
| Pulley pulley.com | 5% | 173 | 49,500 | 26,013 | 22,480 | 37 | 2 | |
| Astrella astrella.com | 2% | 27 | 1,300 | 4 | 2,511 | 5 | ||
| Eqvista eqvista.com | 2% | 121 | 720 | 6 | 95,715 | 42 | 7 | |
| Vestd vestd.com | 2% | 11 | ||||||
| Ledgy ledgy.com | 0% | 145 | 720 | 5 | 23,563 | 2 |
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 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 4.5ShareworksJ.P. Morgan Workplace SolutionsChangedno first choiceShareworksno first choicenothing named
Three alternatives
Carta Equity, Ledgy, QapitaTwo alternatives
Carta Equity, ShareworksOne alternative
QapitaGPT-5.4 miniCarta Equityagainst: Pulley, ShareworksCarta EquityHeldCarta Equityagainst: Astrella, PulleyPulleyno first choicenothing named
One alternative
LedgyOne alternative
PulleyThree alternatives
Eqvista, Ledgy, ShareworksOne alternative
EqvistaGemini 3.5 FlashCarta EquityShareworksChangedJ.P. Morgan Workplace Solutions, ShareworksAstrellaagainst: Carta Equity, PulleyMorgan Stanley at Workagainst: Carta Equity, Mantle, Pulleyagainst: Cake Equity, Carta Equity, Computershare, Eqvista, J.P. Morgan Workplace Solutions, LTSE Equity, Pulley, Shareworks, Vestd
Four alternatives
Astrella, Fidelity Private Shares, Ledgy, ShareworksThree alternatives
Carta Equity, Certent Equity Management, J.P. Morgan Workplace SolutionsThree alternatives
Carta Equity, Eqvista, LedgyFour alternatives
J.P. Morgan Workplace Solutions, Ledgy, Mantle, Morgan Stanley at WorkTwo alternatives
Fidelity Private Shares, J.P. Morgan Workplace SolutionsPerplexity SonarCarta Equity, Qapitaagainst: LedgyShareworksChangedCarta EquityQapitano first choiceagainst: AngelList Stack, Cake Equity, Eqvista, Pulley
One alternative
PulleyOne alternative
Carta EquityFour alternatives
J.P. Morgan Workplace Solutions, Ledgy, Qapita, ShareworksOne alternative
Carta EquityGrok 4.20Carta Equityagainst: PulleyShareworksChangedagainst: Eqvista, LedgyCarta Equity, Shareworksagainst: PulleyShareworksagainst: Carta Equity, Eqvista, MantleCarta Equityagainst: AngelList Stack, Eqvistaagainst: AngelList Stack, Cake Equity, Carta Equity, Ledgy, Pulley, Qapita, Shareworks
Four alternatives
Certent Equity Management, Fidelity Private Shares, J.P. Morgan Workplace Solutions, ShareworksTwo alternatives
Carta Equity, J.P. Morgan Workplace SolutionsThree alternatives
Astrella, Ledgy, QapitaOne alternative
QapitaThree alternatives
Ledgy, Qapita, ShareworksMistral SmallCarta EquityJ.P. Morgan Workplace Solutions, ShareworksChangedLedgy, Shareworksagainst: PulleyQapitano first choiceagainst: Carta Equity
Two alternatives
Astrella, PulleyTwo alternatives
Astrella, Carta EquityTwo alternatives
Certent Equity Management, ShareworksDeepSeek V4 FlashCarta Equityagainst: AngelList Stack, Cake Equity, Eqvista, PulleyMorgan Stanley at WorkChangedCarta EquityMantleagainst: Cake Equity, Carta Equity, Pulley, QapitaShareworksagainst: Cake Equity, Carta Equity, Pulleyagainst: Astrella, Capshare, Carta Equity, Gust Equity Management, Ledgy, Microsoft Excel, Pulley, Qapita, Shareworks
Two alternatives
Ledgy, ShareworksTwo alternatives
Carta Equity, Fidelity Stock Plan ServicesFour alternatives
Astrella, Ledgy, Qapita, ShareworksOne alternative
ShareworksTwo alternatives
Astrella, LedgyLlama 4 Maverickno first choiceVestdChangedno first choiceCarta Equity, Pulley, Shareworksno first choiceagainst: Carta Equity
Four alternatives
Carta Equity, Certent Equity Management, Qapita, ShareworksTwo alternatives
Astrella, ShareworksQwen 3.7 FlashCarta EquityCarta Equity, ShareworksChangedCarta Equity, ShareworksMantleagainst: Cake Equity, Carta Equity, J.P. Morgan Workplace Solutions, Pulley, Shareworksno first choiceagainst: Astrella, Carta Equity, Equity Management, Google Sheets, Ledgy, Microsoft Excel, Pulley, Shareworks
Two alternatives
Ledgy, ShareworksTwo alternatives
J.P. Morgan Workplace Solutions, TopalThree alternatives
Diligent Equity, Ledgy, PulleyOne alternative
EqvistaKimi K2Carta EquityMorgan Stanley at WorkChangedCarta EquityEqvista, Qapitaagainst: Carta Equity, Pulley, Shareworksno first choiceagainst: Carta Equityagainst: Carta Equity, Pulley, Shareworks
Two alternatives
Pulley, ShareworksThree alternatives
Carta Equity, Charles Schwab Stock Plan Services, Fidelity Equity Plan SolutionsFour alternatives
Certent Equity Management, Diligent Equity, Pulley, ShareworksThree alternatives
Astrella, Qapita, ShareworksGLM 4.7 FlashXCarta EquityJ.P. Morgan Workplace SolutionsChangedCarta EquityJ.P. Morgan Workplace Solutionsagainst: Carta Equity, Pulleyno first choiceagainst: Carta Equity, Pulleyagainst: AngelList Stack, Carta Equity, ESOP Direct, Ledgy, Pulley
Two alternatives
Qapita, ShareworksTwo alternatives
Carta Equity, QapitaFour alternatives
Astrella, Ledgy, Pulley, ShareworksTwo alternatives
Qapita, ShareworksOne alternative
ShareworksMiniMax M2.5Carta EquityCarta EquityHeldCarta EquityMantleagainst: Eqvista, Pulleyno first choiceagainst: Carta Equity
Three alternatives
Ledgy, Pulley, ShareworksTwo alternatives
J.P. Morgan Workplace Solutions, ShareworksFive alternatives
Astrella, Ledgy, Pulley, Qapita, ShareworksFour alternatives
Carta Equity, Ledgy, Qapita, ShareworksFour alternatives
Capdesk, EquityList, Ledgy, 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.
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 20:36 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:57 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 17 | 60 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:40 | yes | 20 | 9 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 18:24 | yes | 36 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:02 | yes | 10 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:32 | yes | 29 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:51 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:30 | yes | 8 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:24 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:33 | yes | 24 | 64 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:55 | yes | 13 | 29 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:29 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:44 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:16 | yes | 18 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:42 | yes | 20 | 4 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 20:56 | yes | 39 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:34 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:44 | yes | 19 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:49 | yes | 13 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:01 | yes | 29 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:21 | yes | 22 | 262 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:09 | yes | 15 | 39 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:10 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:57 | yes | 3 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:06 | yes | 21 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:38 | yes | 20 | 12 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 18:16 | yes | 37 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:42 | yes | 8 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:53 | yes | 24 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:17 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:07 | yes | 5 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:43 | yes | 14 | 48 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:40 | yes | 31 | 132 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:54 | yes | 10 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:21 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:52 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:14 | yes | 24 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:45 | yes | 20 | 13 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 20:23 | yes | 35 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:28 | yes | 23 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:01 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:10 | yes | 21 | 135 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:26 | yes | 16 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:09 | yes | 25 | 114 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:48 | yes | 17 | 59 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | yes | 18 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:20 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 11 | 54 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:34 | yes | 20 | 13 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 18:02 | yes | 18 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:47 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:02 | yes | 22 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:27 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:31 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:22 | yes | 21 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:57 | yes | 16 | 66 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:05 | yes | 10 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:02 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:01 | yes | 4 | 12 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:49 | yes | 21 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:54 | yes | 20 | 10 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 19:20 | yes | 21 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:19 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:15 | yes | 29 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:09 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:57 | yes | 20 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:02 | yes | 30 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:51 | yes | 37 | 169 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:46 | yes | 21 | 44 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 (Enterprise Tier) read as Carta Equity
Carta (Scale Plan) read as Carta Equity
Carta Enterprise read as Carta Equity
Carta's enterprise tier read as Carta Equity
Certent read as Certent Equity Management
Excel read as Microsoft Excel
Gust read as Gust Equity Management
Unresolved, counted raw
CartaX
Charles Schwab Stock Plan Services
ESOP Direct (Owned by Qapita)
Equity Management (formerly EQ)
Fidelity Equity Plan Solutions
Topal
Trinet
Venn
Visier
Discontinued, still offered
No shut-down product was recommended here.