We transform the portfolio selection problem into a QUBO (Quadratic Unconstrained Binary Optimization) model. This allows us to explore many possible investment combinations at once. Using either classical simulation (QAOA-like methods) or real quantum annealing on D-Wave hardware, our system finds the best portfolio that balances returns and risk. QUBO optimization can be easily done using Quantag Studio python SDK.