Pharmaceutical R&D Capability Heatmap

Cohort Capabilities
Common to All Experimental data capture & compliance Materials management & inventory Sample logistics Assay repository Collaboration workflows External collaboration CRO Project / study planning Operational tracking Instrument integration
Small Molecule Research Property prediction Target docking Library design Synthesis planning Synthesis execution Parallel synthesis Chemical registry Structure Activity Relationship Analytical data management
Large Molecule Research Predictive models Construct design Bio registry Lineage tracking Sequence Activity Relationship Biopolymer representation Automated fermentation & purification
Formulations Design of experiment Formulation calculators Formulation prediction Stability studies Automation with balances and chromatography
In-vitro Testing Data processing workflows High-throughput data processing High content analytics HTS logistics Screening campaign tracking SPR data processing Flow cytometry data processing
In-vivo Testing In-vivo data capture ADME analytics Vivarium logistics Tox & ADME predictions Bioanalytical
Pharm Development Process Chemistry Condition screening Bioprocessing Analytical method execution Tox/Safety management & reporting Experiment execution systems 21 CFR Part 11 file archive FDA Submission (SEND) External collaboration CDMO
Clinical Analytics Single study medical review Single study efficacy analyses Integrated collaboration with EDC Unified clinical safety analytics Data quality workflows Automated data governance AI data mapper Unified operations analytics AI enhanced collaboration
Manufacturing QA/QC Batch Record Management Supply chain & inventory Shipping & logistics Compliance Chemical Manufacturing Control
Legend:
Mature Capability
Active Development
Growth Opportunity