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Data Science Advances
From 3-6 Weeks to 15 Minutes: AI-Powered Target Safety Assessments
A purpose-built AI workflow for Clinical Safety & Toxicology teams delivering 99% cost reduction and 95% time reduction per target safety assessment, with citation-accurate, regulatory-grade outputs.
99%
reduction in literature mining costs
95%
time savings per review cycle
5-10x
increase in data volume processed
99%
citation accuracy maintained
ROI & Business Impact
Structured Evidence Transforms Target Selection at a Leading Pharma
How a global pharmaceutical company deployed Galactic Data across its discovery pipeline to improve portfolio value by hundreds of millions in expected NPV while cutting scholarship time by 72%.
+$246.5M
pipeline value protected
72%
reduction in manual curation time
40%
faster target shortlisting
+13.6%
improvement in trial success rate
Therapeutic Research
72% Reduction in Research Time for Complex Target Biology Queries
Answering "What is the role of KRAS in colorectal cancer?" takes a PhD-level scientist 11-16 hours manually. With Galactic AI, it takes 3 hours and covers all 22,500 relevant papers, not just 15.
$1.2M
in research cost savings
10,328
hours of analyst time saved
72%
faster target prioritisation
1,291
research queries resolved via AI assistant
ROI & Business Impact
Data Science Advances
Galactic AI captures the biology GPT-5 misses
In a controlled benchmark, across four established drug targets, Galactic AI v3 captured up to 185x more biological relationships than GPT-5
Up to 185x
more biological relationships captured with Galactic AI v3 vs GPT-5
13,667
EGFR relationships captured by Galactic AI v3 that GPT-5 missed entirely
71%
of GPT-5's identified entities failed to reproduce across three repeat queries
News, Blog & Events
Identify the right patients with biomarkers mechanistically linked to target function
Galactic AI™ mechanistically connects candidate biomarkers to the underlying biology, driving confident clinical decision making.
News, Blog & Events
Prioritise targets with a clear mechanistic rationale
Galactic AI™ mechanistically connects targets to diseases so you can select targets with the greatest probability of technical success.
News, Blog & Events
Mechanism-based safety reports that trace liabilities beyond the immediate target
Trace direct and indirect mechanistic connections between your target and adverse events to support earlier, better-informed safety decisions.
News, Blog & Events
Ground agentic systems in semantic knowledge from Galactic AI™
Galactic AI™ provides the ontology aligned layer of citable cause-and-effect evidence that gives any LLM the domain accuracy and evidence coverage foundation models alone lack.
News, Blog & Events
Galactic AI™ v3 is the most advanced curation pipeline in the industry
Galactic AI™ provides the ontology aligned layer of citable cause-and-effectevidence that gives any LLM the domain accuracy and evidence coverage foundation models alone lack.
News, Blog & Events
Grounding AI in cause-and-effect relationships: BioTechX 2026
Our Chief Scientific Officer, Ben Sidders, first gave this talk on grounding AI in causal relationships at BioTechX in Basel in October 2026.
News, Blog & Events
Pharma Agentic Architecture Best Practices
How structured, traceable and FAIR data can reduce hallucinations, simplify deployment, and help scientists confidently use AI-generated insights in drug discovery decisions.