Each colour maps a published value to the exact source passage used to support it. Only bounded excerpts are public; administrators can inspect the complete captured source.
Title
Automating 100K+ Medical Codes for Faster Reimbursement
…mo Login Contact Us Try Databricks Customer Stories / CodaMetrix CUSTOMER STORY Automating 100K+ medical codes for faster reimbursement 30% Reduction in AWS compute costs 40% Improvement in operational efficiency 60…
Description
CodaMetrix's AI-powered Contextual Coding Automation Platform, CMX CARE, automatically translates clinical documentation into billable medical codes, processing over 300K patient encounters daily on the Databricks Data + AI Platform. The company reduced manual coding by 70%, cut coding-related denials by 60%, improved operational efficiency by 40%, and lowered AWS compute costs by 30%.
…d by health systems representing more than $180 billion in net patient revenue, the CodaMetrix AI-powered Contextual Coding Automation Platform, CMX CARE™, automatically translates clinical documentation into complete, billable codes — reducing manual work, improving coding accuracy and accelerating reimbursemen…
…erprise-grade outcomes to health system customers. Since adopting the platform, the team has reduced manual coding by 70% and coding-related denials by 60%. Databricks has also helped CodaMetrix lower their infrastructure spend, a crit…
Company
CodaMetrix
…rity and Trust Ready to get started? Get a Demo Login Contact Us Try Databricks Customer Stories / CodaMetrix CUSTOMER STORY Automating 100K+ medical codes for faster reimbursement 30% Redu…
Industry
Healthcare
…raising the bar for coding quality across the industry. Share this post Details Industry : Healthcare and Life Sciences Use Case : Analytics and Business Intelligence , Artificial Intelligence , Data…
Problem
CodaMetrix needed a solution to provide stronger observability and governance for managing sensitive protected health information (PHI) and evolving code sets. Before adopting Databricks, CodaMetrix struggled with disjointed systems that required engineers to either bring models to the data or vice versa, lacked observability and governance controls critical for compliance with SOC 2 and HIPAA standards, and lacked a reliable method for querying petabyte-scale datasets while managing a constantly evolving set of over 100,000 medical codes.
…g Engineering at CodaMetrix. Before adopting the Databricks Data + AI Platform, CodaMetrix struggled with disjointed systems that required engineers to either bring models to the data or vice versa — an expensive and inefficient process. The team also lacked observability and…
…to the data or vice versa — an expensive and inefficient process. The team also lacked observability and governance controls, which were critical for compliance with SOC 2 and HIPAA standards. “We’re responsible for handling PHI, which requires being able to conduct thor…
…daMetrix also lacked a reliable method for querying petabyte-scale datasets and struggled with the complexity of managing a constantly evolving set of over 100,000 medical codes. “When you don’t work from standardized patient records, it’s a very noisy prob…
Solution
By leveraging the Databricks Data + AI Platform, CodaMetrix has unified pipelines and automated compliance workflows. Delta Lake provides the storage foundation for analytics and ML use cases, Lakeflow Jobs and Spark Declarative Pipelines handle large-scale data ingestion and transformation, MLflow manages model experimentation, versioning, deployment and serving, and Unity Catalog enforces fine-grained access controls and data lineage tracking. CodaMetrix also leverages AI/BI Genie, enabling medical coders and technical researchers to explore data using natural language, and integrates with electronic health record systems like Epic for automated billing.
…s), all while unifying structured and unstructured case data for ML prediction. Delta Lake provides the storage foundation for analytics and ML use cases, while Lakeflow Jobs and Lakeflow Spark Declarative Pipelines handle large-scale data ingestion and transformation. According to Parvatharaju, “Databricks dashboards have shown to be a significan…
…ust to declare a pipeline and have it just work,” added Morgan. On the ML side, the team relies heavily on MLflow to manage model experimentation, versioning, deployment and serving. “The ability to have all of these models managed through MLflow in the same wa…
…alth system partners. To maintain strict governance over sensitive health data, the team uses Unity Catalog to enforce fine-grained access controls and track data lineage. “Databricks makes observability — identifying who is working on what, who inte…
…ents (BAAs) that outline external regulatory requirements for safeguarding PHI. CodaMetrix also leverages AI/BI Genie, which enables medical coders and technical researchers to explore data using natural language. This helps bridge knowledge gaps and democratize access to clinical data. Acro…
Business value
CodaMetrix has cut model delivery time from weeks to days, improved efficiency by 40%, and lowered compute costs by 30%. Since adopting the platform, the team has reduced manual coding by 70% and coding-related denials by 60%.
…Platform, CodaMetrix has unified pipelines, automated compliance workflows and cut model delivery time from weeks to days, improving efficiency by 40% and lowering compute costs by 30%. This foundation now enables CodaMetrix to provide real-time, scalable coding p…
…erprise-grade outcomes to health system customers. Since adopting the platform, the team has reduced manual coding by 70% and coding-related denials by 60%. Databricks has also helped CodaMetrix lower their infrastructure spend, a crit…
AI capabilities
Predictive Analytics, Document Intelligence
…tion of Diseases) and CPT (Current Procedural Terminology) codes should be, but we actually send them straight to billing.” By standardizing coding, CodaMetrix brings efficiency and reliability to the…
…ue, the CodaMetrix AI-powered Contextual Coding Automation Platform, CMX CARE™, automatically translates clinical documentation into complete, billable codes — reducing manual work, improving coding accuracy and accelerating reimbursemen…
Business functions
Finance & Accounting
…mo Login Contact Us Try Databricks Customer Stories / CodaMetrix CUSTOMER STORY Automating 100K+ medical codes for faster reimbursement 30% Reduction in AWS compute costs 40% Improvement in operational efficiency 60…
Applicable regulations
Health Insurance Portability and Accountability Act (HIPAA), SOC 2
…to the data or vice versa — an expensive and inefficient process. The team also lacked observability and governance controls, which were critical for compliance with SOC 2 and HIPAA standards. “We’re responsible for handling PHI, which requires being able to conduct thor…
Technology
Databricks, Delta Lake, Unity Catalog, MLflow, Lakeflow, Delta Sharing, AI/BI, Databricks SQL, Epic
…Orchestration , Data + AI Platform , Data Sharing and Collaboration Cloud : AWS Product : Agent Bricks , AI/BI , Databricks SQL , Delta Lake , Delta Sharing , Lakeflow Jobs , Spark Declarative Pipelines , Unity Catalog Ready to get started? Try Databricks for free Talk to an expert Why Databricks…
…rmines whether a case is chargeable, predicts the appropriate medical codes and integrates directly with electronic health record systems like Epic for automated billing. The Databricks Data + AI Platform plays a central role in this workflow, servi…
Deployment model
Cloud
…Security , Orchestration , Data + AI Platform , Data Sharing and Collaboration Cloud : AWS Product : Agent Bricks , AI/BI , Databricks SQL , Delta Lake , Delta Sharing ,…
Deployment options
cloud
…Security , Orchestration , Data + AI Platform , Data Sharing and Collaboration Cloud : AWS Product : Agent Bricks , AI/BI , Databricks SQL , Delta Lake , Delta Sharing ,…
Headline outcome
…erprise-grade outcomes to health system customers. Since adopting the platform, the team has reduced manual coding by 70% and coding-related denials by 60%. Databricks has also helped CodaMetrix lower…
Use case type
Document processing
…ue, the CodaMetrix AI-powered Contextual Coding Automation Platform, CMX CARE™, automatically translates clinical documentation into complete, billable codes — reducing manual work, improving coding accuracy and accelerating reimbursemen…
