emtelligent Launches Integrated Medical Language Engine

A scalable and cost-effective medical AI solution that transforms unstructured healthcare data into actionable intelligence

MINNEAPOLIS, Oct. 16, 2025 /PRNewswire/ -- emtelligent^®, a leader in clinical-grade AI, today announced the launch of its next-generation Medical Language Engine— the industry's most advanced and accurate medical AI solution, bringing together the company's document AI, clinical data extraction, and chart review capabilities, available as an integrated offering or as modular AI capabilities to meet healthcare's diverse needs.

emtelligent's Medical Language Engine tackles one of healthcare's toughest challenges: 80% of clinical information is trapped in unstructured data – in the form of PDFs, clinical notes, and other non-standard formats — which contain critical patient context. emtelligent's advanced medical AI ingests and transforms unstructured data in nearly any format, interpreting and structuring millions of records at enterprise scale with medical-grade accuracy, all while avoiding the cost of generic language models.

The Medical Language Engine doesn't just find medical entities and code them to ontologies it also connects these entities using relations. The solution creates a structured knowledge graph of information from your clinical notes, enabling fast queries and flexible summaries of patient histories – all traceable to the original source documentation. It is this context that is the foundation for better clinical decision-making, more efficient operational outcomes, and improved clinical research.

The Medical Language Engine includes a suite of powerful features:

• Medical Document AI splits, categorizes, extracts key information, and indexes bundled PDFs and complex medical documents, making them instantly available.
• Clinical data extraction structures medical terms and concepts at scale, processing millions of unstructured clinical records in seconds.
• AI-assisted chart review streamlines clinical document review and surfaces key criteria, clinical terms, and patient summaries, all through natural language queries.

Rooted in SNOMED clinical terminology and linked to medical ontologies, the Medical Language Engine delivers industry-leading clinical accuracy and contextual understanding. This foundation makes it highly adaptable across all medical specialties, therapeutic areas, and healthcare use cases.

"The Medical Language Engine represents the next evolution of our technology," said Tim O'Connell, M.D., CEO and co-founder of emtelligent. "For years, we've been helping healthcare organizations make sense of complex, unstructured data. Now, by bringing all our capabilities together into one offering, clients have a complete and scalable medical AI solution that can accelerate insights and drive immediate efficiency across their organization."

Fully compliant, standards-based, and API-ready, the solution can be deployed as a complete end-to-end solution or as modular capabilities, like Medical Document AI or AI-assisted chart review, allowing it to scale to any healthcare use case. New Model Context Protocol (MCP) server functionality also allows healthcare organizations to integrate their own large language models (LLMs), adding accurate medical coding to the LLM context using emtelligent's proven extraction and medical language accuracy.

emtelligent will showcase its integrated Medical Language Engine at HLTH 2025 in Las Vegas, October 19–22, at Booth #3221. Attendees are invited to stop by for a demo and learn how emtelligent is transforming clinical data extraction and medical chart review.

About emtelligent: 

emtelligent^® is dedicated to building AI-powered solutions that transform unstructured data into actionable insights at enterprise scale. Engineered by medical and data science experts, our AI-powered solutions help payers, pharma, health systems, and health tech innovators extract, structure, and integrate their clinical data with unmatched accuracy and speed.

Generic AI solutions fall short of healthcare's exacting standards. emtelligent's Medical Language Engine represents the most accurate and feature-rich medical AI on the market, helping healthcare organizations improve operational efficiency, reduce administrative burden, and enhance quality of care across the healthcare industry.

Leverage data like never before and transform your potential into performance. Learn more at emtelligent.com. 

Contact: 
Katlyn Nesvold 
Amendola Communications for emtelligent 
knesvold@acmarketingpr.com

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SOURCE emtelligent