Portfolio optimization & validation
Question yourallocation.
Examine asset weights and correlations.
Compare four methods under the same mandate.
For professional investment teams.
Classic comparison. Optional Quantum refinement.
The same mandate, examined
One mandate.
Different perspectives.
Compare four methods under the same investment rules.
- Q72 Confidence Alpha
- Confidence-weighted forecasts, CDaR risk control and correlation-aware construction.
- Markowitz
- Mean-variance construction using expected returns and covariance.
- Risk Parity
- Portfolio construction around each asset’s contribution to risk.
- Black-Litterman
- An equilibrium reference combined with investment views.

Inside the Q72 approach
Open the
quantum layer.
Optional quantum refinement explores asset selection and weights within Q72 Confidence Alpha. The result shows the execution mode and whether refinement was accepted.
From allocation to evidence
See what changes.
Understand why.
From your mandate to a considered decision. Inspect allocations, examine correlations and compare the evidence, directly in Q72.
Asset allocation · illustrative example
| Asset class | Q72 CA | Markowitz | Risk Parity | Black-Litterman |
|---|---|---|---|---|
| Global equities | 28% | 40% | 20% | 30% |
| Bonds | 32% | 20% | 40% | 30% |
| Commodities | 18% | 15% | 15% | 15% |
| Real estate | 12% | 15% | 10% | 15% |
| Cash | 10% | 10% | 15% | 10% |
Example allocations show how to read the comparison. Open the tracked portfolio below for measured results.
Built around professional judgment
In your
investment workflow.
Wealth managers
Challenge an allocation before the client review.
Family offices
Compare methods and examine the assumptions.
Investment platforms
Integrate portfolio intelligence into your product.
Portfolio inputs do not require end-client names or account numbers.
Q72 / Developer platform
Build with Q72.
Your interface. Your client relationship.
Q72 portfolio validation and optimization, through one API.
SPY · QQQ · IWM · EFA · GLD$100,000 · Balanced
200 OK · ClassicValidated portfolio output
Before you start
A closer look
at Q72.
The methods, the evidence and the role of quantum.
What does Q72 actually do?
You define an asset universe, capital and investment constraints. Q72 compares four portfolio construction methodologies across three risk profiles, with walk-forward validation of the twelve classical outcomes. You retain the investment decision.
Where does quantum fit?
Quantum is an optional two-stage refinement of Q72 Confidence Alpha: asset selection and weight refinement. It is not a fifth portfolio construction method. The result discloses the execution mode and whether a refined candidate was accepted.
Is the quantum result validated in the same way?
The twelve classical outcomes use walk-forward out-of-sample validation. Quantum-refined final live weights are assessed through a separately labelled historical replay. This replay is not a walk-forward OOS track record.
What happens when quantum hardware is unavailable?
Q72 can use its quantum-inspired classical fallback. The execution mode is shown transparently in the result so a fallback is not presented as a hardware run.
Do I need to upload client identities?
No. Portfolio calculations use investment inputs such as tickers, capital, weights and constraints. Keep client names, account numbers and other end-client identifiers out of these inputs. Professional account, billing and support data are processed as explained in the Privacy Policy.


