GLOBAL RESEARCH ARCHIVE
From Code to Cure — AI Integrated Drug R&D Engine; Initiate at Buy
Research evidence excerpt
From Code to Cure — AI Integrated Drug R&D Engine; Initiate at Buy
Insilico Medicine (3696 HK)
Equity Research
July 8, 2026
Investment Thesis
1. Integrated Pharma.AI Platform with Clear First-Mover Advantages
Insilico has built one of the earliest and most integrated end-to-end AI drug discovery platforms,
spanning target identification through PCC nomination, with the potential to further expand into
and support clinical development activities. This first-mover advantage has enabled the company
to accumulate a compounding advantage across proprietary data, AI models, and workflow
execution. Meanwhile, Rentosertib (in China Ph3 study), as the most advanced AI-enabled drug
candidate globally, provides an important proof point for the platform’s ability to translate AI-
enabled discovery efforts into drug candidates with preliminary clinical validation.
1.1 Integrated AI platform covering the full drug discovery cycle across preclinical and clinical
stages
Insilico has built a platform-level solution spanning the full drug discovery lifecycle (0-to-PCC), with
the capability to extend into clinical development, forming an integrated discovery engine. The
platform is structured across core modules:
Preclinical:
Biology42/PandaOmics for target discovery, disease biology mapping, and biomarker•
analysis;
Chemistry42 for small-molecule generation, property prediction, ADMET optimization,•
retrosynthesis, and molecular refinement;
Clinical:
Medicine42/inClinico for clinical trial outcome prediction and development strategy support;•
Science42/DORA for AI-assisted scientific research, literature analysis, and document•
generation.
The integrated Pharma.AI platform enables AI models to support each stage of the R&D process,
across both preclinical and clinical development.
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