Understand behaviour
Describe trader behaviours and market response before assigning a scenario label.
AI that analyses behaviour in context.
We build AI-native surveillance and enforcement-led intelligence to help institutions understand the full spectrum of market conduct - from known abuse to emerging misconduct.
Our story begins with cancer detection.
Features Analytics was founded on a simple conviction: when the consequences of error are high, detection must be sensitive, specific and explainable.
Our technology principles originated in the analysis of complex ultrasound data for cancer tissue characterisation. We translated that approach to capital markets - where suspicious activity is similarly subtle, contextual and costly to miss.
Today, eyeDES applies adaptive behavioural intelligence to trade surveillance, while the Market Integrity Lab extends our mission from detection to evidence-based control validation.
Market integrity needs more than another alert.
Our work connects advanced analytics and AI with practical surveillance decisions.
Preserve explainability
Make the contributing evidence visible to investigators, validators and auditors.
Learn from reality
Use enforcement outcomes and market context to test what your controls can actually detect.
Leadership
Built by specialists across AI, markets and surveillance.
Features Analytics brings scientific research, enterprise technology and senior market-oversight experience into one team.
Dr Cristina Soviany
Founder & Chief Executive Officer
Richard Mener
EVP Corporate Operations
Stefan Tesici
Chief Technology Officer
Emily Wright
Market Oversight & Regulatory Compliance
Selected milestones
Innovation shaped with the market.
Our development has been tested through production use, regulatory collaboration and specialist data partnerships.
BMLL partnership
Collaboration announced to accelerate trade surveillance and market-integrity analytics using historical Level 3 data.
WLOUNGE FinTech Award
Recognised for advancing practical, AI-driven market-integrity solutions.
FCA Market Abuse Surveillance TechSprint
Selected to demonstrate adaptive AI and machine-learning feedback for surveillance.
Work with a team that sees the whole signal.
Talk to us about your surveillance programme, model assurance needs or market-integrity research.