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Closing the Standards Gap: Rethinking AI Evaluation Frameworks for HEOR Evidence Generation

September 23, 2026

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On September 23, 2026, MadeAi hosted a panel discussion bringing together experts across evidence generation, HEOR, market access, and AI to examine how AI should be evaluated in real-world evidence generation workflows.

The session explores the growing gap between traditional AI evaluation frameworks and the complex systems being deployed today, where performance depends not only on underlying language models, but also on architecture, validation processes, human oversight, traceability, governance, and compliance.

Designed for HEOR, evidence generation, market access, and life sciences professionals, the discussion offers practical perspectives on where current frameworks fall short and what fit-for-purpose evaluation standards could look like in practice.

Whether you’re evaluating AI vendors, developing internal AI standards, or implementing AI within evidence workflows, this session provides timely perspectives on building more rigorous and relevant approaches to AI evaluation.

Meet the Presenters

Dr. Ṣẹ̀yẹ Abogunrin MB BS, MPH, MSc

Dr. Ṣẹ̀yẹ Abogunrin MB BS, MPH, MSc

Global Access Evidence Lead , Roche

Dr. Ṣẹ̀yẹ Abogunrin specializes in evidence generation, HTA, and applying AI to evidence synthesis and screening.

Manuel Cossio MMed, MEng

Manuel Cossio MMed, MEng

Head of AI Solutions, RWE, Value & Access , Cytel

Manuel Cossio works across generative and agentic AI, data governance, and human-in-the-loop approaches in healthcare.

Ramiro Gilardino MD, MHS, MSc

Ramiro Gilardino MD, MHS, MSc

Science & Data Policy Advisor; Partner , Insights & Impact

Dr. Ramiro Gilardino draws on 15+ years across global health policy, market access, pricing, reimbursement, and HTA.

Angeline Dhas

Angeline Dhas

Head of Product , MadeAi

Angeline Dhas focuses on AI-enabled solutions supporting HEOR, literature review, and evidence workflows.

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