Can You Trust What Your AI Prechecking Solution Is Telling You? Don’t Let AI Hallucinations Derail Your MLR Strategy
There’s no shortage of content out there warning about the risks of using GenAI on its own—especially when it’s not grounded in structured data. And with good reason. We’ve seen firsthand how hallucinations can slip through even the most polished outputs when there’s no logical framework behind the words.
Given the importance of ensuring confidence in findings from AI-powered prechecking solutions, we’ve put together a list of questions that should be on every companies list as they evaluate vendors with the objective of greater MLR efficiency.
Feel free to lift them and add them to your check list.
Does your solution verify results from the precheck to give MLR reviewers the confidence that the check is accurate? SecureCHEK AI has a dual verification system to confirm whether a specific phrase is approved/approvable by checking against:
The structured library (Analytical AI/ML)
AND
The approved non-structured support for a claim, for example, reference document, publication, and labeling (GenAI)
Does your solution give MLR Reviewers and Compliance evidence that every claim that’s checked can be traced and audited? SecureCHEK AI creates a traceable path for audit by linking that specific phrase to the approved support or identifies the reasons why the phrase is not supportable. Ultimately this approach delivers more confidence in the checking accuracy, verifiability, and traceability.
How are humans remaining in the loop to ensure the findings are reliable and accurate? SecureCHEK AI enables users to intervene as follows:
Reviewers can validate the claims library at the start
If users find an error at any point along the workflow, they have the ability intervene and correct it
What LLMs are you using; some are more compliance-focused than others? SecureCHEK AI uses Anthropic/Claude because it prioritizes privacy, safety, and consistent results. Its integration with AWS also provides added security.
Learn more about SecureCHEK AI by scheduling a short call.
About SecureCHEK AI
SecureCHEK AI is a Software-as-a-Service (SaaS) system that seamlessly integrates with enterprise platforms to enhance MLR efficiency. Purpose-built for pharmaceutical and medical device companies, the software helps MLR reviewers efficiently assess and mitigate compliance risks and reduce comments and re-reviews.
As the first Analytical AI software solution for pre-MLR use in life sciences, SecureCHEK AI leads the way in integrating Analytical AI with GenAI to reduce rounds of review and review time per document. Rapid deployment and the user-friendly interface minimize the learning curve, making it easy to get started.
Contact us for a demo to learn how SecureCHEK AI builds libraries and executes prechecking.