Vise
AI-driven portfolio platform letting financial advisors build custom accounts.
On the record
Checkpoint: Next funding round or audited financial disclosure that would confirm or contradict the $100B platform assets claim
The call
Vise has a working product and real client relationships, but five years without a new round and unaudited growth numbers leave its size hard to verify.
Vise built software that helps financial advisors manage client portfolios and customize investments, and it has obtained real regulatory approval to handle client money directly. However, giants like Morgan Stanley, Envestnet, and Orion already offer similar tools, and they have deep relationships with advisors, so Vise is not the only choice. The company claims its customer accounts and assets grew massively, but these numbers come only from Vise itself and have not been checked by outsiders; the stock price has not moved in five years even though the company says it is booming, and at one point a single big client held over one-third of all the money on the platform, which is risky. The one thing that would matter most is whether Morgan Stanley, Envestnet, or Orion actually ship features that work as well as Vise's tools and start winning over Vise's customers, proving Vise can be replaced.
Why
01
AI pressure: Orion Denali AI, Morgan Stanley/OpenAI advisor tools. Big custodians are bolting AI portfolio tools onto platforms advisors already use, copying Vise's pitch without switching costs. Could AI do the core job? Only partly.
02
Bigger players: Morgan Stanley via Parametric, Envestnet, Orion. These firms already run direct indexing and portfolio construction tools for the same RIA customers Vise targets. Could a giant copy it? Yes, easily.
03
What protects it. SEC registration and custodial integrations make an advisor's back office painful to rip out once accounts are onboarded.
What would change this call
Vise announces a new funding round (up, down, or flat) after five years at $1B valuation. Would confirm or contradict claimed hypergrowth and validate or deflate the AUM story.
Another flagship client leaves Vise's platform without fast replacement. Would repeat the Manhattan West pattern and show client concentration risk is unresolved.
Orion or Parametric/Morgan Stanley publicly ship a competing AI-driven direct-indexing engine for RIAs. Would show incumbents closing the product gap and pulling advisor share from Vise.
Another flagship client leaves Vise's platform without fast replacement. Would repeat the Manhattan West pattern and show client concentration risk is unresolved.
Orion or Parametric/Morgan Stanley publicly ship a competing AI-driven direct-indexing engine for RIAs. Would show incumbents closing the product gap and pulling advisor share from Vise.
Key numbers
- Valuation stuck at $1B since May 2021 Series C
- Manhattan West, ~35% of AUM, left then returned Dec 2024
- Headcount cut from 150+ to ~40 amid 2022-2023 restructuring
Named risks
- No confirmed new funding round or independent valuation check since May 2021.
- Client concentration: single client once represented ~35% of platform assets.
- All growth and AUM figures since 2024 are company self-reported and unaudited.
- LLM chat assistant layer commoditizable by rival AI features like Orion's Denali AI.
- Conflicting third-party headcount data (101 vs 192) obscures true company size.
Rivals, as read in July 2026
| Rival | Direction | Evidence |
|---|---|---|
| Morgan Stanley (Parametric) | contesting | Vise runs direct comparison marketing against Parametric as of 2026, same direct-indexing niche |
| Orion Advisor Solutions | contesting | Orion shipped Denali AI embedded assistant across its advisor ecosystem in 2026, matching Vise Intelligence |
| JPMorgan (OpenInvest) | losing to | JPMorgan acquired OpenInvest in 2021 to build personalized/ESG portfolio tech in-house |
| Envestnet | contesting | Broad mid-market advisor platform competing for same enterprise RIA segment as of 2026 |
| Betterment for Advisors | contesting | B2B robo-advisor arm with reported $435M funding competing in advisor tech space |
Questions people ask
- Is Vise profitable in 2026?
- Vise does not disclose audited revenue or profit figures. It earns AUM-based advisory fees through its SEC-registered entity Vise AI Advisors LLC. The company has not confirmed a new funding round since its May 2021 Series C, and no profitability claim has been made as of July 2026.
- How much has Vise raised and what is it worth?
- Vise raised roughly $125 to 130 million through a May 2021 Series C led by Ribbit Capital, crossing a $1 billion valuation. No new funding round has been publicly confirmed since then, meaning the valuation has stayed frozen at $1 billion for five years as of 2026.
- Could AI replace Vise's core product?
- Vise's proprietary portfolio optimizer and its SEC-registered fiduciary status are harder to replace with generic AI, but its LLM chat layer, Vise Intelligence launched September 2023, is a commoditizable wrapper already matched by rival Orion's Denali AI as of 2026.
- Who is Vise's biggest competitor?
- Vise competes directly with Morgan Stanley's Parametric, Envestnet, Orion Advisor Solutions, and JPMorgan's OpenInvest (acquired 2021). Vise even publishes a head-to-head comparison page against Parametric, showing it views the Morgan Stanley product as its main rival as of 2026.
- Is Vise a safe company to join in 2026?
- Vise cut headcount from over 150 to about 40 during a 2022-2023 restructuring while cutting monthly burn from roughly $3 million to under $1 million, per its own February 2026 blog post. Third-party headcount trackers conflict, listing 101 to 192 employees, so exact current staffing size is uncertain.
- How much AUM does Vise manage as of 2026?
- Vise claims over $100 billion in platform assets across more than 100 advisory firms and 135,000-plus accounts, per its own July 23, 2026 press release with Alpha Architect. This figure is company-reported and unaudited.
Timeline
- 2026-07-23Vise and Alpha Architect announce AI-powered custom model portfolio partnership for RIAs
- 2026-05-21Founder Samir Vasavada states platform assets exceed $50 billion on Very First Win podcast
- 2026-02-13Vise publishes blog on eliminating job titles, citing 150+ to ~40 headcount cut history
- 2025-07-25Vise reports $22 billion platform assets and 1275% YoY growth (company claim)
- 2024-12-18Manhattan West, over $1B AUM client, rejoins Vise platform
- 2024-10NewEdge Wealth (over $55B AUM) partners with Vise
- 2023-10-02Vise Intelligence LLM assistant launch reported; prior AUM decline of ~35% noted
- 2021-05-18Vise raises $65M Series C led by Ribbit Capital, crosses $1B valuation
- 2020-12-15Vise raises $45M Series B led by Sequoia
- 2020-05-12Vise raises $14.5M Series A led by Sequoia
Revision history
29 July 2026
First assessed. Losing its protection. The text above is fixed as of this date and is not edited afterwards.
In the same band
Sources
- Vise, The AI-powered Investment Management Platform, Secures $45 Million Series B Funding Led By Sequoia (2020-12-15)
- Vise raises $14.5 million (2020-05-12)
- Fintech startup Vise raises $65 million in Series C led by Ribbit Capital (2021-05-18)
- How Much Did Vise Raise? Funding & Key Investors (2025-05-15)
- Vise Valued at More Than $1 Billion After Latest Round of Funding (2021-05-19)
- Why We're Eliminating Titles at Vise (2026-02-13)
- Vise lands $14.5m Series A led by Sequoia Capital (2025-03-28)
- New York wealthtech Vise raises $65m, hits $1bn valuation (2021-05-24)
- Vise Intelligence wants to use AI to assist financial advisors (2023-10-02)
- Manhattan West Returns to Vise Platform to Scale Next Leg of Growth (2024-12-18)
- Vise Hits $22B in Platform Assets & 1275% YoY Growth (2025-07-25)
- Samir Vasavada, Founder of Vise AI - Very First Win (2026-05-21)