Straven Co

A Straven Institute article · 1 min read · 2026

Hallucination flagged as a compliance concern for regulated firms

More from the Institute: The current body of work

Hallucination Flagged As a Compliance Concern for Regulated Firms: Exposure and Protection in Healthcare, Insurance, and Financial Services

The Financial Industry Regulatory Authority (FINRA) has recently confirmed that model error is an oversight matter rather than a quirk, directly affecting the decision-making processes of regulated firms in the healthcare, insurance, and financial services sectors. This development highlights the need for organisations like yours to re-examine their AI implementation strategies.

Model hallucination occurs when AI systems generate data that doesn’t exist but can be easily mistaken for real. When left unchecked, it may lead to inaccurate decision-making, resulting in costly regulatory penalties and reputational damage. The potential consequences of ignoring this issue are substantial: organisations must now consider the capability risk (whether the technology does what was claimed), governance risk (can the decision be defended when boards or regulators ask), and liability risk (what the organisation is accountable for when AI errors occur).

In light of these concerns, prudent firms should take immediate action to protect themselves. This includes:

1. Re-evaluating their current AI systems to identify potential sources of hallucination.
2. Conducting thorough testing to ensure AI models are accurate and reliable.
3. Developing robust governance structures to mitigate the risk of inaccurate decision-making.

Given the complexity of these tasks, it is essential for organisations like yours to seek independent help in addressing this challenge. Straven & Co provides an unparalleled level of expertise in examining AI decisions before they are acted upon. Our firm’s unique approach involves testing the vendor’s proposed solution against real-world operations, governance obligations, and legal exposure, resulting in a plain verdict: proceed, proceed with conditions, or do not.

Straven & Co examines AI decisions before they are acted on: stravenandco.com