SERVICES

TransferShield

SOURCE-TO-DEPLOYMENT TRANSFER AUDITING

TransferShield is a proprietary method that provides source-to-deployment transfer audits for tabular machine-learning and sensor systems.

TransferShield evaluates whether the structure of the data on which a system was developed remains intact when that system moves into a new deployment environment.

Using source or reference data together with target or deployment data, the audit performs calibrated global and local transfer analyses, distribution-shift checks, and row-level exposure analysis. We identify where transfer mismatch is concentrated and which features and deployment records warrant closer review.

If you are interested in a TransferShield audit, contact us for a free consultation about your source and deployment data and the transfer questions you need evaluated.

TransferShield provides decision support for validation, deployment review, monitoring, and targeted investigation. It is not a safety certification or performance warranty.

BioParetoscope

MULTI-OBJECTIVE BIOLOGICAL PANEL DISCOVERY

Multi-objective analysis for discovering compact biological measurement panels that preserve predictive and relational structure.

BioParetoscope evaluates feature panels across predictive performance, relational signal, robustness, and panel size to identify compact solutions supported by multiple analytical constraints.

The analysis is designed for exploratory biomarker and measurement-panel discovery where the goal is to identify a smaller and more interpretable set of measurements that retains the structure of the full dataset.

BioParetoscope is an exploratory research analysis service. It does not establish causality and is not a clinical diagnostic.