A set of fast protein property predictors for triaging sequence quality, function, localization, and developability.

Atlas Oracle Suite

The Atlas Oracle Suite gives researchers fast, sequence-based predictions for protein properties that often matter before an experiment is run.

What It Does

The suite supports property readouts such as solubility, expression, localization, taxonomy, enzyme function, homodimerization, naturalness, pH preference, turnover, and thermal behavior.

These readouts are designed to help researchers triage sequences and understand tradeoffs. A promising binder that looks poorly soluble, for example, may need redesign before synthesis.

Why It Matters

Protein workflows rarely depend on one property. A candidate can bind its target and still fail because it does not express, aggregates, localizes incorrectly, or carries the wrong functional signature.

The Oracle Suite gives teams a fast first pass across many of these questions, so design and validation decisions can be made with more context.

Intended Use

Use the Oracle Suite to:

• Screen designed or natural proteins before synthesis.
• Compare variants across multiple developability signals.
• Add property context to Atlas interaction and annotation results.
• Prioritize candidates for wet-lab validation.

The suite is most useful as a triage layer alongside domain expertise and orthogonal evidence.

Limitations

Oracle predictions are estimates from sequence. They do not replace assays, expression tests, localization experiments, kinetic measurements, or stability measurements. Cellular environment, construct design, tags, purification conditions, and assay format can all change the observed result.