How Agentic Commercial enables more precise field, digital and content engagement

Creating dialogue with HCPs and patients to help medicines reach them faster.

by · TechRadar

Opinion By Chris Moore Published 3 November 2026

(Image credit: Getty Images)

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Commercial engagement in biopharma used to center largely on direct conversations between sales reps and physicians, or pharmacists. As therapeutic areas have grown more specialized, more teams have become involved in engaging with healthcare professionals (HCPs), including key account managers, medical science liaisons, brand marketers and service teams. But these functions often work separately, leaving HCPs with disjointed experiences rather than interactions that build on one another and widen their understanding.

Biopharma companies are also engaging with a much broader network of HCPs, patients, health systems and administrators. Many of these stakeholders are limiting their contact with the industry, and are increasingly using AI to inform their decisions. As clinical complexity grows and access to HCPs becomes more restricted, companies need commercial models that are more responsive to customers’ needs.

Chris Moore

President of Veeva Europe.

To respond to these expectations, biopharmas are turning to Agentic Commercial, connecting AI with field teams, digital channels and approved content to create more consistent, personalized HCP experiences. Built into industry-specific applications, agentic capabilities help teams capture real-world insights, uncover treatment barriers, provide trusted answers and deliver relevant content across human and AI-led interactions. This leads to more meaningful engagement, better-informed HCPs and faster access to the right medicines for patients.

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Field operations that turn conversations into real-time insight

An Agentic Commercial model transforms sales teams from promotional distribution channels into strategic sources of customer intelligence, evolving CRM from a system of record into a system of guidance.

Reps conduct nuanced HCP conversations every day, but traditional reporting systems restrict insights capture to rigid picklists and drop-down menus. Critical qualitative context — the 'why' behind a physician’s decision or the localized barrier to access — goes unrecorded.

Agentic call reporting uses agentic voice and free-text capabilities, with built-in compliance checks, to help reps capture richer details from HCP conversations. These interactions generate Commercial Evidence — actionable, real-world insights that reveal intent, content gaps, and treatment barriers facing physicians and patients.

Commercial leaders gain immediate visibility into real-world friction points. Early implementations show that 65% of Agentic Call Reports identify actionable treatment barriers, enabling field teams and medical specialists to address clinical concerns with precision.

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