Healthcare and Medicare · Operational Leverage Systems
The best analyst's judgment, available to the whole team
The operator
An experienced Medicare agent knew how to read plan documents for the details that change a client's actual cost. That judgment lived in one person's head and produced better outcomes than any process document had captured.
What stood in the way
The analysis was slow, manual, and impossible to scale during enrollment periods. The quality of advice depended on which person did the work and how much time they had.
Why the obvious fix would have failed
Generic document extraction produced text without meaning. A general purpose model handling protected health information directly would have created an unacceptable compliance exposure.
What changed the approach
The value was not in reading the document faster. It was in the agent's rules for which differences matter to which client, which had never been written down.
What Was Built
The system
A structured extraction pipeline for plan documents with validation at each step
Encoded decision rules drawn from the agent's judgment through Socratic AI sessions
A compliance-aligned architecture with defined data boundaries and human review points
Reporting that shows the reasoning behind a recommendation, not only the result
The outcome
What changed for the business.
Analysis time reduced from days of manual work to a supervised workflow
Consistent output regardless of who runs the analysis
Capacity available during enrollment periods without adding temporary staff
How it holds up
- Repeatable extraction and analysis across a large document set
- Validation and human review built into the workflow rather than added afterward
- Architecture designed so protected health information stays inside approved boundaries
On the business result
This engagement did not include a measured revenue or margin outcome, so we do not state one. The operating change above is documented.
Figures from this engagement are with the partner for verification and written approval. We do not publish them before that is complete, even when we have them internally.
Our Role
What PillarTek was accountable for.
More Work
Other engagements.
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