From days to seconds:
Reimagining HCP engagement
Core challenge
Sales representatives of a pharma major were taking 3-4 days to respond to queries from healthcare professionals (HCPs)
Industry
Healthcare & Lifesciences
Product
Agentic platform for real-time clinical intelligence
Use case
Medical information access
Success metric
Reduced HCP query response time
Client overview
The client is a major pharmaceutical company with a large field sales force engaging healthcare professionals (HCPs) across multiple therapeutic areas and markets.
Challenge
Business context
Every interaction between a sales representative and a healthcare professional is a high-stakes knowledge moment. Doctors ask specific, detailed questions on efficacy, safety, patient selection, treatment pathways, clinical guidelines, and competitor positioning -and they expect fast, precise answers.
Operational bottleneck
However, the client's existing process for responding to these queries took 3-4 days, requiring representatives to route questions through medical and compliance teams before a verified response could be shared.
This created friction in HCP engagement, slowed brand conversations, and limited the ability of field teams to respond with confidence in real time.
The challenge was not just speed, responses also needed to remain accurate, compliant, and fully evidence-backed.
Solution
The solution standardized and accelerated HCP engagement quality across the enterprise
We built an agentic platform that enabled sales representatives to access cited, confidence-scored answers to clinical queries in seconds. The platform drew from approved medical and scientific content to generate responses that were accurate, compliant, and traceable to source evidence.
Automated retrieval, citation, confidence scoring, and response-quality checks helped improve reliability.
By bringing real-time clinical intelligence directly into the hands of field teams, the solution standardized and accelerated HCP engagement quality across the enterprise, ensuring that every response is grounded in evidence, regardless of the individual representative's experience or therapeutic knowledge.
Impact
3-4 days → seconds
Response times to HCP queries
Response times to HCP queries were reduced from 3-4 days to seconds, fundamentally transforming the speed and quality of field engagement. The platform has enabled real-time HCP interactions, faster brand preparation, and consistent, evidence-backed responses across both commercial and medical teams, elevating the client's credibility and responsiveness in every clinical conversation.
Status
The platform is live in production across initial brands, with additional brands and markets in the onboarding pipeline.
