STEM AI: A new lens on data-led field team performance

The relationship between pharmaceutical field teams and healthcare professionals (HCPs) is evolving rapidly. Access constraints, rising information demands, and increasingly brief engagements mean that organisations need clearer visibility into what actually drives effective conversations.

In a recent sponsored video, pharmaphorum spoke with experts from Inizio Ignite, STEM (previously known as Inizio Advisory), about STEM AI. STEM and Research Partnership's Tim Luxford, chief commercial officer, STEM's Chloe Stockwell-Clark, VP of product, and Adam Boucher, head of innovation & product development, explored how their new platform, STEM AI, aims to address these shifts.

The discussion highlighted a broader trend: moving beyond traditional KPIs to understand behaviours, sentiments, and drivers of performance in a more nuanced, data-led way. Below is a summary of the themes covered in the conversation.

Why STEM AI was developed

STEM has spent nearly two decades supporting pharma companies with strategic insights. As Adam Boucher explained, the emergence of generative AI has opened new possibilities for analysing field interactions at greater depth and speed.

Rather than relying on periodic reports, AI can now:

• Examine patterns over time, not just at isolated moments.
• Provide insights at the level of individual team members.
• Capture customer sentiment and identify factors that influence engagement.

The aim is not to replace human judgement, but to support it with more precise, timely feedback.

Understanding the current field team landscape

Field teams remain central to how pharmaceutical companies communicate value to the healthcare system. But expectations of these teams have shifted. Access has become more challenging, and the time available for dialogue with HCPs is often limited.

Because of this, the interviewees highlighted the need for greater clarity on what resonates in conversations, tools that support quick reflection and adaptation, and ways to identify opportunities for improvement without waiting for end of quarter reviews.
In this context, STEM AI offers real-time analysis of calls and interactions, enabling teams to refine their approach immediately after an engagement.

What the platform provides

There are three levels of use:

1. Field teams

A mobile application offers individuals rapid feedback after customer interactions, including key themes raised during the call, indicators of HCP sentiment, and suggestions for potential future adjustments. The ability to personalise the view and focus on specific development areas is positioned as a core part of the design.

2. Field managers

Dashboards for first-line managers help them identify trends, support targeted coaching, and understand performance drivers across their teams.

3. Senior leadership

Executives can access curated insights to inform strategic decisions, track organisational trends, and assess alignment with broader priorities. Across all levels, the emphasis is on delivering insight in a format suited to the user’s role.

Elements that differentiate STEM AI

The interview highlighted several points of distinction:

• Global scalability: STEM AI is designed to work across multiple markets and brands simultaneously, with the flexibility to incorporate local context and nuances.
• Benchmarking capabilities: The platform incorporates benchmarking based on long-standing definitions used within STEM’s existing methodologies. The team noted that they were “blown away” by the accuracy achieved in training the underlying models.
• Integrated coaching: Instead of providing metrics alone, STEM AI offers actionable feedback for field teams to test in subsequent interactions, closing the loop between insight and practice.
• Exploring the “Why” behind performance: Beyond what happened in a call, the platform presents hypotheses about the reasons behind performance patterns, helping leaders identify barriers and alignment issues.

The role of personalisation

A strong theme running throughout the conversation was user-centricity. From initial design through ongoing refinements, the platform was developed with direct input from field teams.

This personalisation serves two purposes:

1. Relevance: Users receive insights tailored to their context, priorities, and recent interactions.
2. Adoption: Tools that feel intuitive and useful are more likely to be embedded into everyday practice.

The goal is to help individuals continuously improve – with AI as a facilitator, rather than a replacement for human skill.

Looking ahead

In closing, the team described STEM AI as an evolution of the organisation’s long-standing capabilities in sales force effectiveness and strategic insight, emphasizing that the solution is grounded in technical best practice and shaped through extensive collaboration with users.

While the conversation acknowledged the pace of change in field engagement, it also framed AI as a tool to support – not replace – existing roles; a way to better understand interactions, adapt more quickly, and ultimately enhance outcomes for teams and patients.

About STEM AI

STEM AI is an AI-powered call recording and analysis solution co-designed with leaders and field teams from top global pharmaceutical companies. STEM AI guides field team managers on where their teams excel, how performance is tracking over time, and what skills require additional in-person coaching, fuelling intelligent commercialisation. Backed by more than 18 years of deep industry expertise and benchmarking data, STEM AI transforms real-world HCP interactions into personalised coaching, actionable insights, and strategic reporting – driving continuous improvement and long-term commercial impact.
 

About Inizio Ignite

Inizio Ignite is the global advisory partner for health and life sciences. Guided by purpose, passion, and precision, our people collaborate with clients to ignite impact, accelerate performance, and deliver lasting change for patients. By uniting strategy, insights, and innovation with a unique depth and breadth of expertise, we drive transformation and shape the future of health.