AI use cases for finance teams and financial services
Forecasting, fraud detection, reconciliation, compliance, for finance teams inside SMEs and small financial services firms.
12 use cases for Finance
The ideas written for this sector first. The diagnostic picks the ones that fit your size, budget, maturity and pain points.
Actuarial Reserving and Model Automation
Automate actuarial reserving, mortality updates, and loss development calculations using machine learning.
AI Liquidity Forecasting for Treasury
Forecast daily cash positions across accounts and currencies to minimise idle cash and optimise liquidity buffers.
AI Trade Finance Document Processing
Automate extraction and validation of trade finance documents for commercial banking operations teams.
AI-Augmented Insurance Risk Underwriting
Help underwriters price risk more accurately by combining ML models with structured and unstructured data analysis.
AI-Driven Portfolio Rebalancing Engine
Dynamically rebalance client portfolios using reinforcement learning to optimise risk-adjusted returns.
AI-Enhanced Credit Risk Assessment
Improve credit scoring accuracy using alternative data and ensemble ML models for lenders.
Alternative Data Alpha Signal Generation
Fuse satellite, web, and transaction data to generate proprietary investment alpha signals.
Automated AML Transaction Monitoring
Automatically screen transactions for money laundering patterns and generate Suspicious Activity Reports for compliance teams.
Automated Insurance Claims Triage
Automatically assess, classify, and route insurance claims using computer vision and NLP.
Automated Insurance Quote Generation
Instantly generate accurate insurance quotes for underwriters using ML-driven risk scoring.
Automated Regulatory Reporting with NLP
Automatically extract and structure transaction data to generate compliant regulatory reports with minimal human effort.
Behavioral Biometrics Account Takeover Prevention
Detect unauthorized account access in real time using typing patterns, device fingerprints, and session behavior.
Relevant trainings
A subset of the full training library. The diagnostic will pick the 3-4 that best fit your team.
AI for Business Leaders, half-day workshop
Give your leadership team a confident, accurate mental model of what AI can (and cannot) do.
Hands-on Generative AI for daily work
Practical, exercise-driven training so every team member can use AI tools in their day-to-day.
Data foundations for AI
Build the data plumbing your AI projects will actually need.
AI Champions programme, 6 weeks
Develop 5-10 internal AI champions who can lead pilots inside each team.
Responsible AI & GDPR essentials
Equip your legal, IT and compliance teams to govern AI without blocking it.
Prompt engineering for non-technical teams
Teach any business team to write prompts that get reliable, on-brand results.
AI in the finance team's daily workflow
Train finance teams to use AI for reconciliations, reporting and analysis without breaking controls.
Operations: process mining, RPA and AI
Combine process mining, RPA and AI to find and automate the highest-value workflows.
Which of these actually fit your context?
Take the 10-minute diagnostic. You'll get a scored shortlist of 5-8 use cases and 2-4 trainings tailored to your industry, size, budget, and team.
Run the diagnostic