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  • Objective evaluation
    Validated AI scoring aligned with assessor results.
  • Ready for IDPs
    Detailed competency insights and personalized development plans.
  • Enterprise scale
    Consistent large teams assessment without increasing assessor resources.
The challenge

A faster and more scalable way to assess medical representatives

Danone Nutricia, Danone’s specialized and medical nutrition business, needed a faster and more scalable way to assess medical representatives. The existing assessor-led process was time-consuming, costly, and difficult to scale.
  • Certify medical reps and use the results for compensation decisions
    Danone Nutricia needed an assessment it could trust: consistent across the team, objective, and accurate enough to support decisions on both employee development and compensation.
  • Build IDPs around specific skills, not general impressions
    The company needed more than a final score. It needed to understand where each rep struggled during the visit and what they should work on next.
  • Reduce the time and resources spent on assessor-led evaluation
    Manual assessor-led evaluation took too much time, required significant resources, and could not scale efficiently across the team.
The core task was to build a fast, objective, and scalable competency assessment that reflected the organizational context of Danone Nutricia and covered both soft and hard skills.
The solution
Scaling Medical Representative Assessment Through Simulation
Danone Nutricia launched a physician-visit simulation on Evolve to assess medical representatives.
  • Tailored to the medical rep role
    The simulation and scoring criteria were built around real physician interactions, ensuring the assessment measured the skills reps use on the job.
  • Launched an AI doctor simulation
    Medical reps conduct a realistic visit with an AI physician and respond by voice, creating a more authentic assessment experience than traditional tests.
  • Evaluated every stage of the visit
    The platform assesses preparation, execution, closing, and follow-up, then identifies development areas and generates a personalized four-week improvement plan.
  • Automated reporting and analytics
    Results are available within five minutes of the one-hour assessment. Teams can use a chat-based reporting interface to generate dashboards and access key metrics instantly.
  • Enabled development and compensation decisions
    Structured, objective results can be used directly for individual development plans and performance-based compensation decisions.
  • Built for enterprise scale and security
    The assessment scales across large teams without increasing assessor workload and can be deployed within private infrastructure when required.
  • «A unique experience interacting with AI as a doctor»
    — Medical Representative, Danone Nutricia
  • «At first I disagreed with the score but the comments clearly showed my development areas»
    — Medical Representative, Danone Nutricia
  • «Voice input made it feel like a real visit»
    — Medical Representative, Danone Nutricia
  • Assessment became 3x faster and 7x cheaper
    Medical reps complete the assessment in one hour, and results are delivered in five minutes with no manual processing. This made it possible to assess employees within a short timeframe and reduce assessor workload.
  • Quality was confirmed through blind validation
    When AI scoring was compared with the scores of two assessors, the correlation was 0.78 to 0.80. This showed that the automated assessment delivered a comparable and reliable result.
  • Results were ready to use for IDPs and compensation decisions
    The unified evaluation system shows not only the final score, but also the weakest step of the visit: preparation, execution, closure, or follow-up. These results can be used for individual development plans and compensation decisions.
  • Each employee received a personal development path
    After the assessment, the platform provides detailed comments and a four-week improvement plan.
  • 100% alignement with organisational context
    The scenarios and criteria covered both soft and hard skills tied to the real work of medical reps.
See how your team would perform
Send us your assessment framework, and we'll create a sample AI simulation tailored to your roles and competencies.
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