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Watch for Conversion of Best-Value Evaluation to Lowest-Cost, Technically Acceptable

Client Alert | less than 1 min read | 12.04.13

With budgetary pressures increasing, agencies are more prone to make cost the determinative factor in their evaluations – regardless of the actual evaluation scheme – improperly converting a procurement into a lowest-cost, technically acceptable one. As demonstrated in GAO's recent decision in Logistics 2020, Inc. (Nov. 6, 2013), this may occur when a solicitation calls for a best-value award, but the agency uses evaluation criteria that merely measure whether proposals are technically acceptable, not whether any qualitative differences exist between proposals.


Insights

Client Alert | 9 min read | 10.21.26

Artificial Intelligence in Life Sciences: Reliability of AI-Generated Evidence in Drug Discovery and Development

The life sciences sector is uniquely vulnerable to the inherent risks of AI-generated evidence in drug development and discovery. This client alert focuses on five core challenges: hallucinations, skewed predictions from unrepresentative training data, the opacity of AI reasoning, input sensitivity that undermines reproducibility, and adversarial manipulation of training data. To address these risks, companies should use experimental validation and human oversight as the common legal and regulatory safety net. This entails among other measures auditing AI outputs, characterizing training data, and structural oversight. Companies also should prepare for evolving frameworks and guidance from the U.S. Food and Drug Administration (FDA) and the European Union (EU) that address use of AI in drug discovery and development .  ...