Chemometrics

For whom

For companies that already have (or are building) spectroscopy data and need a chemometric model, from standard approaches like PLS or PCA to far more advanced combinations of algorithms and optimization strategies, done properly, validated, and defensible to a regulator or auditor.

When this is relevant

Use this when your NIR, Raman or FTIR method produces data but you don’t yet have a robust, non-overfit model to turn that data into a reliable classification or prediction, especially when standard off-the-shelf approaches aren’t accurate or robust enough, and you need custom algorithm combinations and optimization to get there. Also relevant when you need to prove the model meets ISO, ASTM, ICH or FDA requirements rather than just working.

The decision it helps you make

Decide if your model is ready for production, if it will pass audits and regulatory checks, and whether to run it in-house or keep expert support on call.

What Vibralytics does

Vibralytics develops, calibrates, validates and maintains chemometric models for classification and prediction, drawing on any combination of algorithms, preprocessing methods and optimization strategies needed to make the model perform, not just the standard techniques. This includes exploring and testing multiple modeling approaches in parallel to find what actually works for your data, providing updated R code with preprocessing, variable selection, data-splitting and optimization methods so your team can run and learn from it directly, offering ongoing technical support and consultation on methodology and data interpretation, and documenting everything against the relevant international standards.

What you receive

A model ready to use with your future samples
An accuracy profile system to validate your method over time
A report
Most importantly: calibrated and validated results
Model monitoring and updates as an ongoing service
Integration of the model into your own software or instrument

Discuss your opportunity