Vibe Coding

Technology

assist in converting legacy code to modern programming languages, ensuring legacy systems remain maintainable and functional.

Very early-stage and experimental

Client Onboarding

Operation

enhance client onboarding by automating data extraction, biometric verification, and risk assessment to streamline KYC/AML processes.

Emerging rapidly as regulators become more comfortable

Trade Matching

Operation

Automatically match trade records from various sources by identifying contextual similarities and handling discrepancies such as varying labels.

Widely implemented in advanced FinTech and large financial institutions

Derivatives Pricing and XVAs

Trading

expedite the pricing of complex derivatives and the calculation of XVAs by processing high-dimensional data and learning non-linear market relationships.

Emerging to moderately mature within quantitative trading desks

Optimal Hedging

Risk Management

AI models analyze market trends to determine optimal hedge ratios and execute dynamic hedging strategies that adapt to shifting market conditions.

Emerging with growing interest and pilot implementations

Trade Idea Generation

Trading

quickly analyze structured and unstructured market data to generate novel trade ideas and uncover emerging trends for multi-asset strategies.

Emerging and growing

Client Flow Analysis and Predictive Client Behavior

Trading

analyze client trading activity and behavioral data to predict churn, forecast purchase intent, and segment clients to enable targeted engagement.

Emerging with promising results; still evolving

Knowledge Management

Research

automate the collection, synthesis, and dissemination of market data and research, streamlining document creation and internal knowledge sharing.

Adopted by large institutions; relatively mature