(01) Applied AI use cases
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12 use cases
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Deployed
Prevent quality escapes
Detect packaging defects
Manufacturing
Vision
Direct
Pilot
Find safety signals earlier
Detect adverse event signals in literature
Safety
NLP / LLMs
Indirect
Deployed
Improve patient engagement
Personalize patient engagement with wearables
Commercial
Wearables
Not GxP
Concept
Reduce manual review
Automate batch record review
Quality
RPA
Direct
Pilot
Connect fragmented evidence
Map drug-disease relationships with knowledge graphs
R&D
Graphs
Indirect
Deployed
Reduce enrollment risk
Forecast clinical trial site enrollment
Clinical
Predictive ML
Indirect
Pilot
Accelerate image review
Automate preclinical image analysis
Preclinical
Vision
Indirect
Pilot
Protect product integrity
Track product authenticity with blockchain
Supply chain
Blockchain
Direct
Concept
Test scenarios before change
Simulate manufacturing processes with digital twins
Manufacturing
Digital twins
Indirect
Concept
Find promising targets faster
Identify novel drug targets
R&D
Predictive ML
Direct
Pilot
Reduce document workload
Automate regulatory document preparation
Regulatory
Generative AI
Indirect
Pilot
Prevent temperature excursions
Monitor cold chain with IoT sensors
Supply chain
IoT sensors
Direct
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