For years, crypto investing was dominated by either passive “buy-and-hold” or basic quant overlays. That era is ending. The institutional edge today comes from AI-driven Separately Managed Accounts (SMAs).
Why SMAs Matter Now
SMAs give allocators the ability to deploy tailored quant strategies, integrate advanced AI-driven risk management, and maintain full transparency. As a result we can achieve better performance, lower drawdowns, and operational flexibility that traditional fund structures simply can’t match.
What the Data Shows
Recent research on SMAs (early 2018– end of 2024):
AI-driven strategies: >1600% cumulative return
Classic machine learning: significantly lower
Buy-and-hold: lagging by orders of magnitude
What does it mean? If anything, it is that AI is redefining the baseline of performance.
Performance Metrics: AI vs. ML vs. Buy-and-Hold
Institutional allocators are increasingly favouring SMA managers’ risk-adjusted metrics.
AI vs ML vs Buy-and-Hold
Institutions don’t chase raw returns; they pursue risk-adjusted alpha. Here, AI-driven SMAs excel. They consistently demonstrate tighter drawdown control, smoother equity curves, and superior Sharpe ratios—critical for both capital preservation and long-term compounding in volatile markets.
The Manager Universe Today
As of 2025, the institutional crypto SMA landscape counts roughly 200–250 qualified teams worldwide. All are subject to strict due diligence, transparency, and operational standards. While that number has grown sharply in recent years, it still represents the early beginnings. Projections suggest a 3x increase over the next decade as more professional teams enter the space.
The institutional edge is no longer about simply accessing crypto as the infrastructure layer is built. It’s more about identifying AI-driven SMA managers who meet institutional standards. This is where capital will increasingly concentrate.
Strategy in Focus
Directional strategy, with the right market conditions, offering a breakout year in 2024. Total return for the past year was +94.1%, delivering exceptional risk-to-reward with limited downside.
Breakout of the strategy occurred in November 2024 with large explosive moves.
Over 2 years of track record
High absolute performance
Cumulative return of +225% since Jan 2023, which is impressive for ~2.5 years.
Annualized CAGR of 58%, far above most hedge funds.
Strong risk-adjusted returns
Sharpe ratio 2.35 and Sortino ratio 4.75, both very high, meaning returns are consistent and downside risk is well controlled.
Calmar ratio 6.65, showing excellent return relative to drawdowns.
Low drawdowns compared to BTC
Max drawdown only -8.7%, while BTC had -28.1%.
Drawdown of MDD just -6.2%, again showing tight risk management.
Robust downside protection
1-day VaR (95%) = -1.09%, meaning daily downside risk is very manageable.
1-month VaR (99%) = -4.18%, which is low considering the high returns.
Every single one of the key metrics measured is showing signs of robustness.
Quant Space is launching the largest institutional search engine for systematic trading strategies.
We already have 75+ independent world-class quantitative trading teams signed up, each with vetted track records and unique alpha sources from all over the world.
Our mission is simple: connect institutional capital and allocators directly with best-in-class quant teams, all within a secure Separately Managed Account (SMA) framework.
If you are actively allocating in the SMA space and want access to a curated pipeline of strategies, please get in touch at [email protected].
