All Industries

Pharma & Biomed

Generative AI for molecule discovery, ADMET profiling, and preclinical decision support — from target to candidate.

Agentic AI for molecule discovery, 3D profiling and preclinical safety forecasting.

Pharma & Biomed — platform view
Pharma & Biomed — platform view
// Case studies

How the platform and products create value here.

Case 01 / Mid-sized biotech

Generative AI molecule search and 3D profiling

Agentic PlatformAgentic
Challenge
Chemists spent days searching public and internal compound libraries, then manually curating 3D structures and safety notes for each hit.
Approach
The Agentic Platform's BioMed agent accepts a SMILES string or plain-language target, retrieves candidate molecules, renders interactive 3D conformers, and compiles a structured molecule report with clinical-stage context.
hours → minutes
per compound profile
100%
structured report coverage
24/7
screening availability
Interactive 3D conformer generated for a candidate compound.
Interactive 3D conformer generated for a candidate compound.
Interactive 3D conformer generated for a candidate compound.
Agent pipeline that turns a brief into a structured molecule report.
Agent pipeline that turns a brief into a structured molecule report.
Agent pipeline that turns a brief into a structured molecule report.
Case 02 / Preclinical CRO

ADMET and toxicity forecasting before wet-lab work

Agentic PlatformAgentic
Challenge
Safety profiling required multiple disconnected tools for solubility, absorption, metabolism, toxicity and target panels, delaying candidate triage.
Approach
Agents run ADMET-AI forecasting across water solubility, pharmacokinetics, drug-likeness rules, BOILED-Egg permeability and ToxyCast toxicity endpoints in a single, traceable report.
-60%
time to triage candidates
19
toxicity endpoints scored
0
manual tool switches
ADMET report with solubility, pharmacokinetics and drug-likeness scores.
ADMET report with solubility, pharmacokinetics and drug-likeness scores.
ADMET report with solubility, pharmacokinetics and drug-likeness scores.
ToxyCast toxicity endpoint forecast with radar overview.
ToxyCast toxicity endpoint forecast with radar overview.
ToxyCast toxicity endpoint forecast with radar overview.

Pharma & Biomed focus

Agentic AIDrug discoveryADMET

Accelerate discovery with agents

Cyberia Agentic AI turns a target description or SMILES string into a structured molecule report in minutes. The BioMed agent retrieves candidates, renders interactive 3D conformers, and links clinical-stage context so chemists start with a decision-ready profile instead of raw search results.

Safety before the lab

ADMET and ToxyCast forecasting score solubility, absorption, metabolism, toxicity and target panels in one place. Teams triage compounds earlier, reduce wet-lab cycles, and keep every prediction traceable.