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A Straven Institute article · 1 min read · 2026

Accountability infrastructure for attribution and remediation of AI harms

More from the Institute: The current body of work

Headline: Independent Validation Crucial in Accountability Infrastructure for AI Harm Attribution and Remediation in Regulated Industries

What is happening:

Regulated industries such as healthcare, insurance, and financial services are facing a significant challenge: accountability infrastructure for attribution and remediation of AI harms. In the absence of concrete evidence, buyers of AI solutions struggle to show who is accountable when AI systems err. This situation poses considerable risks for organisations that deploy AI in their operations.

Why it demands action now:

The capability risk arises from vendors making confident but potentially incorrect claims about their technology’s capabilities. The governance risk stems from decision-makers being unable to defend their choices before regulators, boards, or courts. Liability risk concerns the organisation’s potential accountability when AI errors occur and the consequences these may have for patients, customers, and employees.

The action:

To address this situation, prudent organisations should take a few key steps: conduct thorough due diligence on vendors, assess their claims against real-world scenarios, and deploy AI systems that offer transparency and explainability. In addition, they should develop robust governance structures to oversee AI decision-making processes and establish clear guidelines for accountability when things go wrong.

How Straven helps:

Straven & Co offers independent validation reports to buyers of AI solutions in regulated industries. The firm’s experts test the proposed solution against a client’s real operations, people, governance obligations, and legal exposure before deployment. This assessment results in a plain verdict: proceed with the system, proceed but with conditions, or do not deploy it at all. Straven & Co is independent, non-vendor-driven, and earns nothing by recommending more AI solutions. As a result, its judgment can be trusted.

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