The best life science models will be federated.
Valuable data exists beyond your organizational boundaries. The Apheris Gateway enables your computations to securely visit remote data, train, and improve their predictive capabilities.
Federated learning provides the scaffold, yet collaboration on sensitive IP demands more. But no need to tear down walls or break down silos. Just put a Gateway in.
The Apheris Gateway is a federated end-to-end solution for better AI in Life Sciences
All Data Formats, All in One Place
Drug discovery data is diverse – we thrive on it. From SMILES and InChI to proteomics, metabolomics, assay results, and medical imaging (DICOM, TIFF, OMOP). Register any data type to the Apheris Gateway.
A handshake is all you need to collaborate
Your data is your competitive edge or regulated asset. With Apheris, you stay in full control: decide who can access your datasets, which data-driven algorithms can run, and how computations unfold. Data never moves.
A Blind Man’s View
Need to assess a dataset's potential before diving in? The Gateway lets you discover external datasets in privacy-preserving fashion – from chemical screening data to clinical trial insights.
Customizable dataset details and metadata, synthetic discovery data and privacy-preserving data analytics packages give you a clear picture, so you can test early with peace of mind.
Preprocess Your Way
Whether it’s molecular fingerprints (SMILES), omics matrices, clinical records, or imaging data, the Apheris Gateway allows to harmonize complex datasets across research sites.
Run precanned routines, custom workflows or 3rd party tooling through the Gateway to unify modalities and streamline translational research.
One Network. Any Application.
From target identification to lead optimization, the Apheris Registry fuels every stage of drug discovery. Deploy federated models such as OpenFold-3, BioNeMo, XGBoost or custom models privacy-preserving, and directly from the Registry.
Use our programmatic interface to integrate your own machine learning pipelines, custom workflows, or specialized bioinformatics tools.
Auditability built in
Trust is good. Control is better. The Apheris Gateway creates detailed logs of all interactions with the product and your data. Easily monitor and demonstrate compliance to auditors.
Data Scientists receive logs for each computation for monitoring and efficient debugging.
How it works
Proprietary data is the new differentiator
We are seeing AI models in drug discovery becoming increasingly commoditized, the real differentiator is increasingly access to high-quality, diverse data. The sheer scale and diversity of chemical space means that many models still struggle with applicability and accuracy. Apheris is changing that, making it possible to unlock valuable, industrial discovery data while preserving privacy and IP. The potential for impact across the industry is enormous
Certifiably secure
Fits Right In
The Apheris Gateway follows a secure-by-design architecture. Flexible APIs and deployment options make it easy for you to focus on the science, not the setup.
