# Morgan Stanley at Work: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/finance/vendors/morgan-stanley-at-work

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cap table management](https://www.gane.ai/index/finance/corporate/cap-table-management/index.md) | 0% | 12 | 0% | 5 |

## What the models said for it

- "Drawbacks: Overly complex, slow to set up, and too expensive for early/seed-stage startups." (Gemini 3.5 Flash, Cap table management)
- "Enterprise‑scale, pre‑IPO, or public company needs? → Morgan Stanley at Work or Astrella" (GLM 4.7 FlashX, Cap table management)
- "Strong for pre-IPO and public company needs; enterprise-grade support" (DeepSeek V4 Flash, Cap table management)
- "Shareworks for enterprise-level administration" (GPT-6 Luna, Cap table management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Morgan Stanley at Work, from 24 of the 25 answers that named it (only the models that return a source list).

### Domains cited

- carta.com: 17
- qapita.com: 15
- equitylist.co: 11
- cakeequity.com: 8
- g2.com: 8
- resources.rework.com: 8
- ledgy.com: 7
- capboard.io: 6
- eqvista.com: 6
- f6s.com: 5

### Pages cited

- https://qapita.com/blog/best-cap-table-management-software: 13
- https://carta.com/best-cap-table-software: 8
- https://equitylist.co/blog-post/best-cap-table-software-2024: 7
- https://carta.com/equity-management/cap-table: 5
- https://equitylist.co/blog-post/top-5-cap-table-management-software: 5
- https://resources.rework.com/tools/equity-cap-table/best-cap-table-software-2026: 5
- https://valueaddvc.com/blog/best-cap-table-management-tools-in-2026-carta-pulley-angellist-capdesk-ranked: 5
- https://vcbeast.com/best-cap-table-management: 5

## In its own words

What Morgan Stanley at Work's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: We provide comprehensive workplace financial solutions for organizations and their employees, combining personalized advice with modern technology. (https://morganstanley.com/)
- For: organizations and their employees (https://morganstanley.com/)

## What it publishes

Every page morganstanley.com exposes, read 2026-09-29: 10000 addresses. By kind, pages and the last 90 days:

- blog: 2659 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 48 pages, 0 in the last 90 days, latest undated
- comparison: 100 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 13 pages, 0 in the last 90 days, latest undated
- podcast or video: 59 pages, 0 in the last 90 days, latest undated
- news or press: 2255 pages, 0 in the last 90 days, latest undated

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.