Stack: AI Finance Treasury Agent

Client

Mass Ideation (Internal Product)

Stack is a product we built, maintain, and operate ourselves. It serves as both a real business and proof that we don't just consult. We build and run production financial systems.

The Problem

Retail DeFi users face a steep learning curve, fragmented tooling, and constant risk of liquidation. Existing platforms either oversimplify (hiding real risk) or require deep technical knowledge. There was no middle ground that combined AI-powered automation with transparent risk management.

The Solution

We designed and built Stack from the ground up: an AI treasury agent that automates DeFi yield strategies while giving users full visibility into risk. The system monitors positions in real-time, adjusts collateral ratios, and provides plain-language explanations of every action. A market data oracle collects and serves real-time pricing and rate data. An AI voice assistant lets users interact with their finances in natural language.

Results