Tag: false positives

AI supervision: Cutting false positives the right way

AI-driven supervision tools are now central to modern RegTech strategies, particularly in communications surveillance and misconduct detection. Yet as firms invest in AI to...

Why 99% AI accuracy can mislead compliance

AI is rapidly reshaping supervisory controls across financial services, with 94% of firms either deploying or planning to deploy AI-based detection tools. From communications...

AI SaaS security platform Reco bags $30m

Reco, an AI SaaS security platform focused on protecting enterprise software environments, has raised fresh capital. The company has secured $30m in a Series B...

Smarter sanctions screening for 2026 compliance

Sanctions screening is becoming more demanding with each passing year. Watchlists shift overnight, geopolitical tensions trigger rapid updates, and alert volumes continue to surge....

AML under pressure: coverage, precision and case aging

As alert volumes climb, many AML teams can show they are working hard, but struggle to prove they are working on the right things...

Continuous tuning of transaction monitoring rules explained

Transaction monitoring rules sit at the heart of any anti-money laundering programme, but they are not controls that can be implemented once and left...

AI drives accuracy in insurance AML

For years, insurance firms have accepted false positives in anti-money laundering (AML) monitoring as an unavoidable cost of compliance. SymphonyAI, which offers an AI solution...

False negatives: the hidden risk in AI compliance

False positives are a notorious challenge that plagues compliance teams, but recent advancements in artificial intelligence (AI) have helped to reduce the problem. However,...

Are false negatives a silent threat inside AI-powered compliance?

It is easy to get swept up in the power of AI and believe its word is gospel. The technology has quickly evolved into a powerful tool that can efficiently automate various workflows, appearing seemingly perfect. However, while it might be correct most of the time, there is still a big gap for mistakes to be made.

Why AI alone won’t fix compliance screening

Artificial intelligence has become the default answer to many financial crime compliance challenges. Alert volumes are too high, rules are too rigid, and compliance...

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