What Healthcare Prior Authorization Taught Us

Engineering principles for prior authorization workflows

PA LogiQ brings together specialty coding, payer requirements, source-linked evidence and staff review. We have built EHR integration tools into the platform, and work alongside each organization to configure and validate the workflow for its systems and specialties. These are the engineering principles behind that work.

Start from the care team's work

Prior authorization brings a planned service, the patient's documentation, coverage requirements and staff judgment together. A useful tool must fit that workflow. PAL's integration tools support chart-launched sessions, patient and encounter context, and evidence drawn from the record. Supported data, permissions and launch behavior are verified with each organization during implementation.

Keep interpretation and rules distinct

AI can help interpret unstructured information. Coding and payer requirements need explicit rules, identifiable sources and a reviewable result. PAL separates those responsibilities so staff can inspect the evidence, correct inputs and see what is missing before a request is submitted.

Keep staff in control

Coordinators bring knowledge of their surgeons, payers and local processes. We design PAL to support that expertise. The platform prepares information for staff review; staff confirm codes, resolve documentation gaps and decide what to send. PAL does not make the payer's coverage decision.

Make rule evaluation reproducible

For the same confirmed inputs and rule version, rule evaluation should produce the same result. Reproducible evaluation makes a result easier to inspect and a defect easier to investigate. Verification needs to identify the software and rule versions, the cases tested and the limits of those tests.

Treat policy maintenance as ongoing work

Retrieving a policy is only the beginning. Its payer, plan, service, effective date and applicable criteria must be reviewed. Changes need source records, version history and focused testing. Those operational requirements are part of implementation and ongoing maintenance.

Validate the workflow with each organization

A working integration tool is the foundation for customer implementation. Launch context, permissions, available records, specialty coverage and staff review steps must match the customer's environment. We assess those requirements and review the workflow with the people who will use it.

A practical starting point

Code LogiQ is our standalone spine coding reference, built with practice input and used in daily coding work. PAL adds the payer, evidence and staff-review workflow. Explore the PA LogiQ synthetic demonstration, try Code LogiQ, or talk with us about implementation.

Ryan Kamykowski is the CEO and co-founder of Avectic Corporation, which builds deterministic decision infrastructure for AI-assisted workflows. For questions or discussion, email info@avectic.com.