01 / The context
The operating challenge.
Processing patient orders created repeated manual data-entry work. At approximately 60,000 orders per year, even small improvements in each transaction could materially change the operating workload.
The workflow needed to preserve a clear role for the people responsible for reviewing extracted information. Faster processing had to fit the existing operating process.
02 / My contribution
What I was accountable for.
I implemented locally hosted AI-assisted processing within the ordering workflow, connecting extraction with user review and the systems used by operating teams.
The work combined workflow design, enterprise integration, and production ownership. The objective was a usable change in daily operations, with human review retained for the extracted data.
03 / Key decisions
The choices behind the work.
Improve a recurring operating task
The use case focused on a repeated, high-volume activity with a clear before-and-after measure: time spent entering each order.
Keep human review in the workflow
Users reviewed the extracted information. AI assistance reduced entry effort while retaining an explicit review step.
Fit the surrounding systems
The capability operated within the ordering process and its enterprise context, where data quality and accountable ownership remained part of delivery.
How the workflow connects
- 01Receive
Order information enters the workflow
- 02Extract
Locally hosted AI assists data entry
- 03Review
A user checks the extracted data
- 04Continue
The order moves through operations
04 / What changed
Results in the operating environment.
The workflow covered approximately 60,000 annual orders. Entry time decreased from five minutes to approximately 30 seconds per order.
The before-and-after times describe the entry activity. They are not measures of the entire order-to-report process.
05 / The lesson
A well-chosen operating workflow can make the value of AI tangible. The integration and review experience are central to turning a model capability into sustained everyday use.
Figures are approximate where indicated and reflect the period described.