Modernize HCC Operations Without Leaving Your Warehouse
SimpleScore was built with operators in PACE and value-based care organizations who need reliable, explainable risk scores to drive capitation revenue. Keep workflows in Snowflake, stay compliant with PHI policies, and ship new risk products faster.
Real-Time And Fast
Serve real-time encounters with single-record scoring or process thousands of members in one call. Auto-scaling containers resume in seconds and deliver predictable performance for coding, analytics, and reporting.
Versioned CMS Engines
V22, V24, and V28 risk models ship in one deployment with a unified interface. Toggle versions through a simple parameter so actuarial, RADV, and forecasting teams stay aligned.
Account-Only Processing
Data never leaves your Snowflake environment. PHI stays locked under your governance model and optional telemetry helps you prove traceability.
Everything Teams Need to Operate HCC Programs Day One
Developers, actuaries, and analysts work from the same toolkit: ergonomic SQL signatures, detailed JSON payloads, and slim relational modes when you need tidy data tables.
Flexible Response Formats
Switch between verbose JSON, concise arrays, or relational rows using the format flag. Deliver the right data to downstream tables, dashboards, or APIs without a custom ETL layer.
Container Friendly Ops
Snowflake Container Services orchestrates scaling and suspension. Optional telemetry captures usage patterns. No SAS licensing, images, configuration or headaches.
Simple Everything
Scoring engine retains run metadata, versions and persists them to usage tables. Export to your observability stack or monitor directly in Snowflake to measure throughput, cold start frequency, and model mix.
Secure Scoring Loop Entirely Inside Snowflake
SQL UDFs orchestrate the scoring engine, call the containerized REST service, and return a structured VARIANT payload in milliseconds. Review the detailed flow diagram or explore the manifest to understand each schema and role.
1. Invoke from SQL or Snowpark
Analysts call `RISK22` or `RISK28` with patient attributes and diagnosis arrays. The first call resumes the container and loads the requested HCC version.
2. Containerized Scoring Engine
Snowflake routes traffic to `CORE.SCORE_SERVICE`, which wraps the SimpleScore API with validated CMS coefficients and hierarchy logic.
3. Results Ready for Action
Responses return as JSON variants or flattened sas-identical rows, ready to land in curated tables, feed dashboards, or drive encounter reviews. Optional logs append to SCORE.LOGS for audit-ready traceability.
4. Concise Combinatorial Configuration via CLI
Coming Q1 2026. Concisely express hundreds of 'run' parameters, including analysis date, data sources and lookback periods from a single, simple YAML file. Run the cli against any cloud or on-prem database with JDBC support.
Trust the Data Flow and Safeguarding Model
SimpleScore ships with privacy controls for healthcare workloads. Every component is deployed into your Snowflake account so you can align with HIPAA, SOC 2, and internal governance frameworks.
Launch SimpleScore in Under an Hour
Everything you need ships with the marketplace listing—secure UDFs, schema objects, sample data, and validation queries. Start small, benchmark performance, then plug into revenue cycle workflows.
1. Subscribe in Marketplace
Choose the SimpleScore listing, deploy into your desired Snowflake database, and review the provided manifest.
2. Grant Roles & Review Prefs
Assign execution roles, update the SCORE.PREFS table for logging and endpoint preferences, and validate outbound networking (not required for standard setup).
3. Run Validation Queries
Use provided scripts to score sample members, inspect JSON outputs, and measure warm throughput. Cold starts average 20–40 seconds, with subsequent calls under 20ms.
4. Connect Your Pipelines
Call SimpleScore from SQL tasks, Streams, or external tools through Snowflake.
“SimpleScore helped us move HCC analytics out of spreadsheets and into Snowflake jobs that scale across our PACE network. Deployment took one afternoon, and the autosuspend design keeps our costs tight.”
— VP of Risk Operations, PACE Organization