Index › Finance › Products › Morgan Stanley at Work · November 2026 Edition
Cap table management · Ranked

Morgan Stanley at Work

Morgan Stanley at Work, offered by Shareworks, is a cap table management product · morganstanley.com ↗

#5Best rank (enterprise)
12/14Models named it
4First choices
2Warnings
November 2026 Edition · all company sizes counted.
Ranked inCap table management #5 enterprise
What AI models recommend

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“Drawbacks: Overly complex, slow to set up, and too expensive for early/seed-stage startups.”Gemini 3.5 Flash · Comparative question · alternative
“Enterprise‑scale, pre‑IPO, or public company needs? → Morgan Stanley at Work or Astrella”GLM 4.7 FlashX · Comparative question · alternative
“Strong for pre-IPO and public company needs; enterprise-grade support”DeepSeek V4 Flash · Scale-constrained question · alternative
“Shareworks for enterprise-level administration”GPT-6 Luna · Comparative question · alternative

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as Morgan Stanley at Work, over the 25 answers that named it, and how often each was the first choice instead.

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Morgan Stanley at Work's own site, not checked by Gane.

For
organizations and their employees
Visit morganstanley.com ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Morgan Stanley at Work came back with. A fact about retrieval, not a cause of the answer.

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. These counts come from 24 of the 25 answers that named Morgan Stanley at Work and are not a share of its labels.

Domains cited

carta.com17
qapita.com15
equitylist.co11
cakeequity.com8
g2.com8
resources.rework.com8
ledgy.com7
capboard.io6
eqvista.com6
f6s.com5

Ninety-one of the ninety-one domain citations in answers naming Morgan Stanley at Work came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Morgan Stanley at Work across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash01001
Perplexity Sonar00000
Grok 4.2000000
Mistral Small00000
DeepSeek V4 Flash01001
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200101
GLM 4.7 FlashX01001
MiniMax M2.500000
GPT-6 Luna01001
Muse Glimmer 30B00000

What it publishes

Addresses on morganstanley.com
10,000
subdomains included
Content
5,134
counted in the table below
Documentation
0
Product · Integration
791 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog2,659undated
News or press2,255undated
Comparison100undated
Podcast or video59undated
Webinar or virtual event48undated
Glossary or explainer13undated
How it is countedHide how it is counted

Every page morganstanley.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.