Implementation Pathway
A structured, low-risk approach to moving from prediction to real-world clinical impact.
A Practical Path to Deployment
SmithAI’s implementation approach is designed to fit within existing health system operations.
The focus is not just on building a model, but on safely integrating it into clinical workflows, validating performance, and enabling action from day one.
This is a guided, step-by-step process with defined milestones and measurable outcomes.
The 90-Day Implementation Pathway
P2A is designed to move from alignment to live deployment in approximately 90 days.
Each phase builds toward a controlled, low-risk launch within real clinical operations.
1
Alignment and Use Case Definition
Weeks 1–2
We work with your team to define:
- Target patient population
- Prediction goal
- Operational workflow
- Governance ownership
This ensures the model is aligned with real clinical and operational priorities from the start.
2
Data Validation and Calibration
Weeks 3–6
The model is validated using your health system’s data.
This includes:
- Data mapping and extraction
- Calibration to local population
- Performance review and refinement
The goal is to ensure reliability before entering clinical workflows.
3
Workflow Integration
Weeks 7–10
We align the model output with your existing care management processes.
This includes:
- Defining outreach thresholds
- Designing nurse work queues
- Integrating with existing systems and workflows
No disruption. Just structured enhancement of what already exists.
4
Controlled Implementation
Weeks 11–12
The system is deployed in a low-risk, governed environment.
This phase includes:
- Live workflow activation
- Monitoring and oversight
- Initial performance measurement
This allows real-world validation while maintaining clinical safety.
Built for Low-Risk Adoption
Implementation is intentionally designed to minimize risk.
- No interruption to existing care pathways
- Model outputs are advisory, not prescriptive
- Clinical teams maintain full decision authority
- Governance and monitoring are active from day one
This ensures safe adoption within complex clinical environments.
Roles and Responsibilities
Successful implementation is a partnership.
Health System
- Data access and IT coordination
- Clinical workflow ownership
- Operational execution
SmithAI
- Model validation and calibration
- Workflow design and integration support
- Governance framework and monitoring
What Happens After Launch
Implementation does not end at deployment.
We continue to support:
- Ongoing calibration monitoring
- Performance tracking
- Threshold adjustments
- Expansion to additional use cases
The goal is sustained impact, not a one-time deployment.
Start with a Low-Risk Evaluation
We typically begin with a low-cost evaluation pilot, allowing your team to assess how P2A fits within your existing workflows before full implementation.
This provides a practical way to validate value and operational fit with minimal risk.
Ready to Get Started
We begin with a short alignment call to confirm use case, data access, and workflow fit.
If aligned, we move directly into the 90-day implementation pathway.