In portfolio management, adoption has been more measured. Machine learning has long aided quantitative hedge funds, but traditional private banks are still learning to embed these tools into day-to-day portfolio construction. The change, Gujar notes, is pragmatic rather than revolutionary; AI is starting to support research synthesis, risk analysis and optimisation, though human oversight remains essential.‘We’re also seeing tangible productivity improvements in middle office roles. One UK financial advice ...