At Pictet, innovation is systemic – spanning people, process, technology and governance. The firm’s private ownership structure has enabled long-term investment in research, technology and talent without the pressure of quarterly earnings targets.
New strategies are not conceived as marketing responses to market buzz, but as carefully engineered solutions to genuine portfolio challenges: client need, robustness of the investment engine, implementation and governance, and scalability with responsible risk.
This culture is supported by significant firm-wide investment in data and AI infrastructure. Internal generative AI tools and research copilots are available across investment, risk and distribution functions, embedding AI horizontally across the organisation. Governance is centralised: group-wide AI policies cover data privacy, model risk, explainability and human oversight.
“Innovation is an operating philosophy built on robustness and accountability,” said David Wright, Head of Quantitative Investments, within Pictet Asset Management’s Quantitative Equities & Solutions (Quest) franchise.
His team comprises 22 professionals with an average of more than 15 years’ experience, and around 80% hold PhDs. Mathematicians, physicists, engineers and computer scientists work within a research framework that emphasises peer review, code validation and formal challenge sessions before ideas progress to live portfolios.
Quest AI driven strategies as the flagship of Pictet’s AI innovation
Following four years of research that led to peer‑reviewed academic publications, Quest deployed its first AI-driven strategy in August 2023.
The global equity market-neutral long/short AI-driven strategy aims to deliver pure alpha. The fund forecasts stock‑specific alpha, then constructs a beta‑ and factor‑neutral portfolio to deliver pure, uncorrelated returns with daily liquidity, providing an innovative liquid alternative that is structurally uncorrelated to long‑only equities and most alternative strategies. The strategy has performed well and surpassed $1.3bn in assets, reflecting strong demand.
The long-only, enhanced index strategy – Quest AI-Driven Global Equities – was launched in March 2024 and aims to deliver compounding outperformance of 1-1.5% per annum relative to the MSCI World, the reference index, with a low tracking error and a market and style beta of 1.0.
The strategy is also deployed on regional indices. It has passed $2.8bn in assets. The strategy has outperformed the MSCI World by 4.0% since inception (I-USD share class, 1.9% annualised), with a strong information ratio and tracking error of 1.3%.
Quest AI does not simply use AI – this is the investment engine
In a market crowded with strategies that either time factors or market AI‑themed stocks, Quest delivers something far rarer: a fully integrated, machine‑learned stock‑selection model designed to extract genuine stock‑specific alpha.
Trained on hundreds of fundamental, behavioural and market‑microstructure signals, the model uncovers patterns and interactions that traditional quant frameworks cannot detect. By design, it avoids exposure to broad style factors, allowing performance to come almost entirely from idiosyncratic insights.
This makes the strategy resilient across regimes, from tariff shocks to periods when growth and defensive stocks move in lockstep.
Importantly, Quest AI is not a black box. Its “crystal box” architecture provides clear attribution for every forecast, enabling investors to understand the economic logic behind model‑driven decisions. On weekly rebalancing human oversight adds a further layer of discipline, allowing targeted intervention only in exceptional cases.
With quarterly retraining, rigorous data governance and a focus on a uniquely under-exploited one‑month forecast horizon, Quest AI continuously adapts to evolving market conditions without drifting from its core principles.
Pictet Asset Management won the Excellence in Innovation House Award at the 2026 Fund Selector Awards in both Hong Kong and Singapore.
A systematic, transparent and repeatable process delivering robust outperformance in live portfolios
In a market saturated with thematic launches and short-lived innovation cycles, the Quest franchise exemplifies how advanced machine learning can co-exist with strong governance and institutional risk controls within daily dealing UCITS structures – while also delivering consistent, risk-aware alpha.
As a result, in combining long-term ownership with cutting-edge systematic expertise, true investment leadership is a matter of talent, discipline and intent.
The original article is published by Fund Selector Asia on 1 April, 2026: https://fundselectorasia.com/innovation-with-intent-how-pictet-turns-research-into-real-world-alpha/
