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August 13, 2025Michael Levins

Can You Trust What Your AI Prechecking Solution Is Telling You?

Can You Trust What Your AI Prechecking Solution Is Telling You?

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 company's list as they evaluate vendors with the objective of greater MLR efficiency.

Questions to Ask Your AI Vendor

  • How does the system prevent hallucinations? GenAI-only solutions are prone to making up plausible-sounding but false information.
  • Can you trace findings back to source documents? Every claim should be verifiable against actual approved content.
  • What is the accuracy rate? Ask for validation data and real-world performance metrics.
  • How does the system handle edge cases? Understanding limitations is as important as understanding capabilities.
  • What training data was used? Ensure the system is trained on relevant pharmaceutical content.

The Importance of Hybrid AI

Systems that combine analytical AI with GenAI provide the best of both worlds: the language understanding of generative models with the precision of rule-based verification.

Trust But Verify

The best AI prechecking solutions make verification easy by providing clear traceability and confidence scores for every finding.


About SecureCHEK AI

SecureCHEK AI provides traceable, verifiable findings backed by hybrid AI technology.

Ready to Transform Your MLR Process?

See how SecureCHEK AI can help your organization achieve faster, more efficient promotional content review.