THE CLIENT

Entod Pharmaceuticals is one of India’s leading ophthalmic medicines manufacturing companies, with a nationwide sales force and a product portfolio spanning prescription and OTC segments. The training was designed for their top managerial team and regional sales heads — professionals responsible for market strategy, field force coordination, MIS reporting, and key account management.

THE CHALLENGE

A pre-training AI Capability Assessment across the 18 participants revealed:

  • 72% used AI sporadically — primarily for drafting emails — with no structured approach to prompting
  • 61% were manually summarizing field reports, MIS data, and competitive intelligence instead of using AI-assisted analysis
  • 83% had never uploaded a document to an AI tool; all interactions were text-based copy-paste
  • Zero participants had used Custom GPTs, AI workspaces, or meeting intelligence tools
  • Overall AI Capability Score: 16% across 9 workflow dimensions

THE ENGAGEMENT

Eiosys delivered a 4-hour in-person training on the Fundamentals of Artificial Intelligence.

  • AI fundamentals — practical understanding through pharmaceutical and sales-relevant scenarios
  • The CRTFC Prompting Framework with live demonstrations using sales and management use cases
  • Workflow applications tailored to their roles — field report analysis, doctor visit summaries, competitive positioning, MIS interpretation
  • File intelligence — uploading sales data, product monographs, and compliance documents for AI-driven extraction
  • AI tools landscape — practical decision framework across ChatGPT, Claude, Gemini, and Perplexity
  • Custom GPTs, the GPT Store, and app integrations relevant to sales and management workflows
  • AI-powered presentations for quarterly business reviews and product launches

The session used real pharmaceutical scenarios and guided participants to apply concepts to real workflows.

MEASURED OUTCOMES

AI Capability Assessment was administered before and after the training. Key metrics:

Dimension

Pre-Training

Post-Training

Overall AI Capability Score

16%

64%

Structured Prompting (CRTFC usage)

11%

72%

Document Upload & File Intelligence

6%

65%

AI-First Thinking Before Tasks

33%

78%

Awareness of Custom GPTs & Ecosystem

0%

80%

Data Analysis & Reporting via AI

11%

55%

IMPACT SUMMARY

Within the first two weeks post-training:

  • Regional sales heads began using AI to generate field visit summaries and doctor engagement reports in under 2 minutes — previously a 15–20 minute manual task
  • MIS reporting turnaround improved as managers started using AI for data interpretation and trend identification from raw sales figures
  • Senior management adopted structured prompting for competitive analysis, product positioning memos, and executive summaries
  • 2 sales heads built custom prompt templates for their teams, standardizing how field reports are drafted across regions
  • Estimated 95+ man-hours/month in recoverable productivity across the 18 participants

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