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Market decisions in days instead of weeks, 80% faster with AI

A $500M pharma company built an AI-ready market database from 20+ sources.

Datachamps2 min read

About the client

Industry
Pharma
Size
$500M revenue
Timeline
[X weeks]
Healthcare: two doctors in white coats

The challenge

The company needed one market research database built from 20+ sources: diseases, drugs, regulatory approvals, country demographics, bidding opportunities and competitor benchmarks, in Excel, PDF, text and web formats. It also needed feasibility analysis on top.

What it meant for the team

  • CFO

    Market entry decisions waited weeks for research.

  • FP&A

    Feasibility models ran on messy, manually updated data.

  • Business teams

    Complex data out of reach for non-technical users.

How we delivered it

  1. Step 1[X weeks]

    Advise and design

    • Defined the end-to-end cloud strategy and architecture for the tool
  2. Step 2[X weeks]

    Build and automate

    • Automated pipeline to scrape, clean and enrich 20+ sources
    • Real-time data model and Power BI dashboards with Ask-a-question
    • RAG-based AI chat, insights and simulations for feasibility analysis
    • UI-driven database updates with an audit trail
  3. Step 3[X weeks]

    Launch and embed

    • [Add go-live, training and adoption details]

Total timeline: [X weeks]

Solution stack

Advisory services

  • Cloud strategy
  • Data architecture
  1. Data sources

    • 20+ sources: web, PDF, Excel, text
  2. Storage and transformation

    • Automated scraping and cleaning
  3. Logic and workflow

    • Real-time data model
    • Decision simulations
  4. Insights delivery

    • Power BI Q&A
    • RAG AI chat

Impact

  • 80%

    shorter decision cycles

  • 90%

    fewer data errors

  • 70%

    less time on database updates

Outcomes

  • Non-technical teams query complex data in plain English
  • Potential new revenue from new markets and better-timed launches

Ready to see it in action?

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