Straven Co

A Straven Institute article · 2 min read · 2026

Organisational, not technical, root causes of AI failure

More from the Institute: The current body of work

Unexamined AI Decisions Leave Regulated Firms Exposed to Failure and Liability

The increasing adoption of Artificial Intelligence (AI) in regulated industries such as healthcare, insurance, and financial services raises a crucial question: how can you be certain that an AI solution actually does what its vendor claims? Without proper examination, an untested AI decision can lead to costly failures, governance issues, and unforeseen liability for firms.

As organisations increasingly rely on AI to streamline processes and drive insights, the risk of failure becomes more pronounced. In healthcare, a wrong answer from an AI system can result in delayed or incorrect patient care. Similarly, insurance companies may struggle to accurately assess risks if their AI models are flawed. Financial institutions may face difficulties in making informed investment decisions based on incomplete data.

The exposure to these potential failures lies not only in the technology itself but also in its governance and legal implications. As boards and regulatory bodies scrutinise AI-enabled decisions, organisations must be able to defend these choices and demonstrate accountability for any errors or biases introduced by AI. Furthermore, they are accountable for any harm caused by an AI system that fails to adhere to regulatory standards.

To address this exposure, a prudent organisation would conduct thorough testing of the AI solution against its actual operations, people, governance structures, and legal obligations before deploying it. However, many firms struggle with vendor information asymmetry, where the supplier has more knowledge about their product than the buyer does. In-house teams may also be too close to the decision-making process to provide an unbiased assessment.

Straven & Co offers independent validation services that specifically address these challenges by examining AI decisions before they are acted upon. By testing the proposed solution against real operations, people, governance obligations, and legal exposure, Straven delivers a plain verdict: proceed, proceed with conditions, or do not. This trusted assessment ensures organisations can confidently deploy AI solutions that meet their needs while adhering to regulatory requirements.

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