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The GenAI Revolution in Pharma—From Hype to Hard ROI in 120 Days
- Reading Time: 5 minutes
- Ndeye Makalou, Pharm D. MSc.
Situation
GenAI can accelerate writing, analysis, and knowledge discovery across R&D and operations—but only if it’s tied to specific business outcomes and guardrails.
Analysis
The fastest wins come from three streams:
- Document Acceleration: protocols, CSRs, IBs, SOPs—use copilots to generate first drafts, redlines, and traceability matrices.
- Clinical Ops Insight: automate patient‑visit summarization, query resolution suggestions, and risk‑based monitoring notes.
- Quality & Compliance: change‑control summaries, deviation narratives, and audit‑readiness packs with human‑in‑the‑loop review.
Recommendation
Run a 120 Day GenAI Value Sprint:
- Day 0–15: use‑case triage (score by impact, feasibility, compliance).
- Day 16–45: pilots in two workstreams; define SOP addenda and record‑keeping.
- Day 46–90: scale the winning use case; add role‑based training and KPIs.
- Day 91–120: governance: bias testing, data retention, vendor checks, and audit trails.
Expected Impact
30–50% cycle‑time reductions on document workflows, cleaner inspection trails, and happier teams—without compromising GxP.
Ask for our GenAI Value Sprint Briefing—a 30‑minute overview with templates and risk controls.

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Reading Time: 16
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Analysis: Five moves ...
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Situation: Biopharma moves in waves: science, regulation, and capital cycles. The leaders who consistently outperform aren’t luckier; they’ve buil...
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