Melax Tech Natural Language Processing (NLP)

Extract greater value from textual data to solve real-world problems.

Efficiently translate free text clinical and biomedical data into accurate, structured information you can use.
EHR integration
The Challenge

Gaining clinical insights from unstructured text is costly and

To be effective, NLP solutions must be trained in the complexity of clinical language. They need to be able to evaluate countless acronyms, abbreviations, and misspellings common in clinical parlance; understand the use of negation, specialty-dependent language, and time-based relationships; and identify relationships between words and phrases within a larger block of information.

Trusted by more than 650 organizations, Melax Tech NLP solutions provide proven tools and expertise to improve the value and usability of unstructured clinical data for more accurate and effective real-world evidence, cohort discovery, clinical trials optimization, knowledge integration, and more.

NLP Features

Comprehensive NLP toolkits and services

Team-based annotation

Support information extraction tasks, including named entity recognition, relation extraction, and concept normalization with accessible no-code, team-focused text annotation

Model training and pipeline development

Rely on top-ranked, deep learning and rule development environment to engineer clinical NLP models with flexible integration

Award-winning algorithms for clinical NLP with an extensive NLP pipeline library including more than 50 modules

Customized to meet client needs

Tap into the knowledge and expertise of leading NLP data scientists specializing in clinical, biomedical, and life sciences to tailor, fine tune, and accelerate your projects

NLP Capabilities

Explainable AI that is ethical, considerate, and transparent

Efficient NLP annotation, model training, pipeline development, and deployment tools with flexible integration to improve the value and usability of unstructured clinical data.

Development and customization




Model training

(Deep learning)


Pipeline building

(Model + rules)



Local vs. cloud deployment

(AWS, Azure, GCP)

Software as a service



Diverse IO formats



Task scheduling for batch processing

With extensive peer-reviewed publications, and top-ranked performance in clinical and biomedical NLP challenges, core members of our team have been in the field of NLP for more than 14 years.

Leverage more efficient NLP solutions and services, including:

  • A proven NLP engine and existing pipelines
  • Expertise from biomedical informaticists and data scientists
  • Flexible APIs and applications

Latest Ideas