From Forecasts to Field Impact: How Generative AI Supercharges Predictive Analytics for Pharmaceutical Medical & Sales Representatives


Authors : Imran Banat

Volume/Issue : Volume 10 - 2025, Issue 9 - September


Google Scholar : https://tinyurl.com/23h9jtj5

Scribd : https://tinyurl.com/f7zxvbh2

DOI : https://doi.org/10.38124/ijisrt/25sep845

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.

Note : Google Scholar may take 30 to 40 days to display the article.


Abstract : Medical representatives are vital in bridging pharmaceutical innovation and clinical practice, but their effectiveness is often limited by time-consuming preparation, regulatory constraints, and the complexity of tailoring interactions to diverse healthcare providers (HCPs). Predictive analytics has historically supported reps with forecasts and territory plans; today, generative artificial intelligence (GenAI) amplifies this support by delivering actionable, real-time insights. This paper explores how GenAI enhances daily workflows for field and medical reps—from pre-call preparation to in-call engagement and post-call follow-up—using real-world examples and emerging case studies. We argue that GenAI transforms forecasts into field impact, shifting reps from information deliverers to strategic, insight-driven advisors.

References :

  1. McKinsey & Co. Generative AI in the pharmaceutical industry: Moving from hype to reality. January 9, 2024.
  2. Quantzig. Enhancing Effectiveness: AI Assistant for Pharma Sales Reps. 2025.
  3. Singh M, et al. A Case Study of Generative AI in MSX Sales Copilot for Pharmaceutical Sales Representatives. arXiv. January 4, 2024.
  4. Nandakishor M. SalesRLAgent: Reinforcement Learning Framework for Sales Representatives in Pharma. arXiv. March 30, 2025.
  5. ZS Associates. Generative AI for Pharma Marketing: A Practical Roadmap. 2025.
  6. SR Analytics. AI in Pharmaceutical Industry: 2025 Guide & Use Cases. July 2025.
  7. The Healthcare Insights. Generative AI in the Pharmaceutical Industry. 2025.

Medical representatives are vital in bridging pharmaceutical innovation and clinical practice, but their effectiveness is often limited by time-consuming preparation, regulatory constraints, and the complexity of tailoring interactions to diverse healthcare providers (HCPs). Predictive analytics has historically supported reps with forecasts and territory plans; today, generative artificial intelligence (GenAI) amplifies this support by delivering actionable, real-time insights. This paper explores how GenAI enhances daily workflows for field and medical reps—from pre-call preparation to in-call engagement and post-call follow-up—using real-world examples and emerging case studies. We argue that GenAI transforms forecasts into field impact, shifting reps from information deliverers to strategic, insight-driven advisors.

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Paper Submission Last Date
31 - December - 2025

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