- OnTrade has emerged from stealth, co-founded by Raji Subramanian, Matt Williams, and Zachary Harl, and is deploying AI agents for wealth management.
- OnTrade has been operating under the radar since 2024, raising undisclosed funding from General Catalyst, Madrona, and angel investors.
- The founders of OnTrade cite the Vanguard-Altruist deal as validation of the vertical AI opportunity they are pursuing.
- Subramanian and Williams co-founded Pro.com in 2013, which was acquired by Opendoor in 2021.
- Zachary Harl, former Bank of America CIO, joins OnTrade as chief investment officer.
- OnTrade integrates with existing software used by financial advisors, enhancing their capabilities without requiring them to replace their current tools.
OnTrade, co-founded by former Pro.com leaders, is set to revolutionize the wealth management sector with AI technology. The startup, which has been operating under the radar since 2024, has secured funding from General Catalyst and Madrona, aiming to address the industry's access problem.123456
CEO Raji Subramanian emphasized, "Wealth management, if you look at the industry, does not have a demand problem; it has an access problem." The platform integrates existing financial advisor software into a unified interface, deploying AI agents to automate tasks like tax-loss harvesting and client reporting.

The technology is already in use at various firms, from boutique advisories to large national practices. Matt Williams, the company’s president, noted that one client secured a billion-dollar family office account using OnTrade, while another recouped their annual costs in under 30 days.
With the wealth management industry facing a pivotal moment, OnTrade's founders view their venture as a timely response to the growing need for accessible financial services. Zachary Harl, the chief investment officer, remarked on the necessity of adapting AI models to the specific needs of wealth management, stating that raw foundation models are impressive but require industry-specific knowledge to be truly valuable.
“OnTrade integrates with existing advisor tools like CRM and portfolio accounting, deploying AI agents for tasks such as tax-loss harvesting and client report drafting. The startup emerges two days after Vanguard's reported deal to acquire Altruist, which founders cite as validation of the vertical AI opportunity.”






