Data Services
AI, ML, and NLP
Actionable intelligence from unstructured data.
Production NLP and ML, from semantic matching across millions of beneficiary records to graph-based fraud detection.
The Service
Apply AI, ML, and NLP to efficiently and accurately detect patterns in unstructured data in order to extract actionable intelligence.
Most of the information in health and government data is trapped in unstructured text: clinical notes, policy documents, and case narratives. Extracting reliable signal from it is an engineering discipline, not a demo.
Amida builds production NLP and ML systems, from predictive policy research to the Semantic Similarity Engine that matches meaning across millions of patients’ records.
How We Work
Our Approach
- 1Frame the problemDefine the decision the model must support, and the accuracy bar it has to clear to be trusted.
- 2Engineer the pipelineProduction NLP and ML pipelines over clinical notes, policy text, and case narratives.
- 3ValidateMeasure against ground truth so results hold up to program scrutiny.
- 4Deploy and monitorShip into real workflows with active monitoring to preserve accuracy and transparency over time.
Success Story
The Semantic Similarity Engine matches meaning, not just strings, across millions of patients’ health records, and the graph-based fraud approach behind it earned Amida a place among the CMS Crushing Fraud Chili Cook-Off finalists.
Semantic matching and graph fraud detection at national scale
Representative Work
Where This Shows Up in Practice
- Semantic Similarity EngineMeaning-level matching across Veterans’ health records at scale.
- NLP policy researchPredictive analysis over legislative and regulatory text.
- Graph-based FWA detectionThe ML approach CMS recognized in the Crushing Fraud Chili Cook-Off.
Featured Technologies
Productized Versions
Products That Deliver This Capability
Agent Core Platform
Compliance-ready foundations for AI agents in government health programs.
Learn moreAI Chatbot
A secure conversational AI for state, federal, and local government: residents get instant answers, staff query data in plain language, and every interaction feeds your analytics.
Learn moreProgram Integrity Tool
Graph-based fraud detection that surfaces coordinated schemes rules-based systems miss, with every flag traceable to the claims behind it.
Learn moreStart Working With Our Experts
A focused conversation about your data challenge, government or commercial.