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

Finance AI Recommendation Index, October 2026 Edition. Named in 1 judge labels across 1 categories by 1 of 14 models. Page: https://finance-ai-index.com/vendors/morgan-stanley-at-work/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cap table management | 0% | 40 | 100% | 1 |

## And against it

- "more appropriately sized than enterprise-first options like Shareworks / Morgan Stanley at Work... Choose Shareworks only if you are already at enterprise complexity" (Perplexity Sonar, Cap table management)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Cap table management: 0% to 0%, ±0. Inside the floor by 10 points · rank 21 → 40 of 42.

## 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://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, October 2026 Edition, finance-ai-index.com.