Finance Players
Who controls the trust layer — and who is losing it?
Ecosystem Map
| Player | Role | AI disruption signal |
|---|---|---|
| Investment banks | Capital raising, M&A, advisory | Junior analyst roles automated; pitch book generation compressed |
| VC funds | Risk capital for high-growth companies | AI compresses deal sourcing, DD, and cap table analysis |
| Wealth managers | HNW preservation and jurisdictional planning | Advisory model under pressure; AI surfaces what advisors used to gate |
| Hedge funds | Active strategies across public markets | Edge eroding as retail gets same research tools |
| DAOs | On-chain treasury management | Permissionless capital formation; no custodian required |
| DeFi protocols | Lending, trading, yield on-chain | Replacing correspondent banking rails for settlement |
| AI agents | Research, monitoring, execution | Moving from tool to principal — agents own positions |
| Retail investors | Previously passive; now active with AI tools | Research capacity 10 stocks/week → 50+ with AI plugins |
Agent Roles Emerging
The player map is expanding. AI agents are not just tools — they are becoming participants.
- Research agents — Synthesise earnings calls, monitor news, flag guidance changes
- Execution agents — Place orders on rules (price threshold, volatility trigger, earnings)
- Portfolio agents — Maintain allocation targets, rebalance on drift signals
- Compliance agents — Monitor transactions for AML/KYC flags; surface source-of-funds risk
The question for every incumbent: is the agent your tool, or your competitor?
STAR Pages
These pages go deeper on specific players:
- Venture Capital — How AI and crypto reshape who gets funded and on what terms
- Wealth Management — Preservation strategies; HNW planning across jurisdictions
- Participatory Capital — DePIN ownership, tokenised participation, permissionless investment vehicles
Context
- Finance Industry — Back to the hub
- Capital Flows — How capital moves across these players
- Finance Performance — The signals tracking disruption
Questions
Which player in this map is most likely to capture the AI-augmented research edge first?
- At what point does an AI agent managing a portfolio become a regulated fund manager?
- Which DeFi protocol is closest to replacing a traditional correspondent banking relationship?