Connect fragmented evidence

Map drug-disease relationships with knowledge graphs

R&D Graphs Pilot Indirect

Knowledge graphs connect scientific, clinical, and reference data so researchers can explore relationships that are difficult to see across separate sources.

Discuss this use case Full evaluation

(01) The opportunity

Why this use case matters.

Siloed data makes it difficult to connect evidence across diseases, mechanisms, compounds, and outcomes.

Faster evidence synthesis, better reuse of institutional knowledge, and more focused hypothesis generation.

Primary user: Translational Research Scientist
Business process: Knowledge discovery and hypothesis generation
Primary technology: Knowledge Graphs
Human responsibility: Curate entities, assess evidence quality, and validate scientific interpretations

(02) How it works

From data to a human decision.

The technology supports a defined workflow. It does not replace the accountable professional.

Inputs and data

Drug databases, disease ontologies, literature, and curated internal evidence

AI capability

Resolves entities and relationships into a connected, searchable evidence model

Output and action

Relationship maps, traceable evidence paths, and candidate hypotheses

(03) Use case evaluation

Value versus effort.

This indicative view balances potential business value with the effort required to implement and operate the use case.

Quick winsHigh value, low effortPrioritize and execute

Strategic betsHigh value, high effortPlan and invest

Nice to haveLow value, low effortConsider when capacity allows

AvoidLow value, high effortDeprioritize

Detect packaging defects Detect adverse event signals in literature Personalize patient engagement with wearables Automate batch record review Forecast clinical trial site enrollment Automate preclinical image analysis Track product authenticity with blockchain Simulate manufacturing processes with digital twins Identify novel drug targets Automate regulatory document preparation Monitor cold chain with IoT sensors Selected use case

Selected use case Other use cases

Selected use case