Pharmaceuticals & Biotech|Hr|Increase Efficiency

Bayer ChinaSales training simulation

Manual coaching bottlenecked reps. An AI bot now simulates doctor visits in 14 scenarios, saving 7,000 hours annually.

Feb 2, 2026|2 days ago

Key results

Annual Time Savings
6k-7k hours
Efficiency Increase
>50%

The company

Bayer China logo

Bayer China

bayer.com.cn

Pharmaceutical, consumer health, and crop science company in China.

IndustryPharmaceuticals & Biotech
LocationShanghai, China
Employees5K-10K
Founded1994

Result highlights

  • 6,000-7,000 hours annual training savings
  • 50% increase in role-play training efficiency

The story

A global life sciences subsidiary operating in China for over 140 years, with 7,500 employees and €3.6 billion in sales across pharmaceuticals and consumer health.

Traditional role-play training for medical representatives was time-consuming, costly, and lacked the customization needed for effective learning. The organization needed a scalable way to provide realistic practice scenarios while strictly adhering to pharmaceutical compliance regulations.

The company built a conversational bot using Claude on Amazon Bedrock that simulates doctor interactions for realistic voice-based role-play across 14 scenarios. The system utilizes serverless architecture to scale automatically for up to 1,000 concurrent users while handling high traffic peaks. A secure data governance framework ensures all interactions meet strict industry compliance standards.

Scope & timeline

  • 72 days from PoC to official launch
  • 1,000 medical reps onboarded in 6 months

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