pmPuspamitra Mishra.
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Case study 01 / Life sciences

Clinical Research Document Intelligence for Cell & Gene Therapy

A source-grounded copilot that helps medical writers draft, verify, and deliver clinical and regulatory documents.

My role
Lead AI Solutions Architect
Industry
Biopharma · Cell & gene therapy
Core capabilities
RAG · Multi-agent drafting · Knowledge graph
Clinical professionals reviewing information
46%Faster CSR drafting
81%Less safety narrative effort
98.6%Source-traceable statements
$3.8MAnnual benefit

The business challenge

Clinical and regulatory writing across six CAR-T and gene therapy programs required synthesizing complex evidence while preserving scientific traceability. Clinical study report (CSR) drafting took 12 weeks, creating an opportunity to accelerate preparation without shifting accountability away from medical writers.

The architecture behind the outcome

I architected a GxP-validated GenAI copilot combining retrieval-augmented generation (RAG), multi-agent drafting, and a cell and gene therapy knowledge graph. The copilot writes and checks clinical and regulatory documents against source material, helping writers move from evidence gathering to informed review.

Solution at a glance · Conceptual workflow
01Source documents
02RAG + CGT knowledge graph
03Drafting & checking agents
04Medical writer review
Medical writers retain accountability for clinical and regulatory content.

Delivery & decision ownership

AI drafts, humans decide.
  • Ground document generation in retrieved evidence and domain relationships from the CGT knowledge graph.
  • Use multi-agent drafting and checking to support clinical study reports and safety narratives.
  • Embed human review into the operating model, with 98.6% of generated statements traceable to source documents.

Results that matter

Reported program outcomes
MeasureBeforeAfter / outcome
CSR drafting time12 weeks6.5 weeks
Safety narrative effortBaseline81% reduction
Statements traceable to source—98.6%
Weekly adoption—82%
Lead BLA submissionOriginal timeline~6 weeks earlier

The program delivered $3.8M in annual benefit across six CAR-T and gene therapy programs. Weekly adoption reached 82%, and the lead biologics license application (BLA) submission moved forward by approximately six weeks.

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