Less chasing paperwork. More time for client relationships.
Harborlight Benefits Fictional institution
Illustrative scenario. The institution and implementation are fictional. Figures are hypothetical modeling assumptions, not actual client results, benchmarks, or guaranteed outcomes.
Preparation & review per item
Preparation & review per item
At 300 items per month
The work before
the work.
An illustrative life insurance brokerage spends substantial time collecting missing application information and checking carrier status. Case managers repeatedly reconcile inboxes and manually update records.
A workflow built
around the team.
Check application completeness, create follow-up tasks, draft communications, and consolidate carrier status updates into a staff work queue with clear ownership.
The embedded engineering team would map the current process with users, agree on an evaluation set, connect approved sources, and test a reviewable prototype before a staged deployment.
Licensed brokerage personnel handle advice, recommendations, and placement. Carriers retain underwriting decisions. Staff approve external communications and resolve sensitive exceptions.
Make the assumptions
visible.
Assume 300 items per month and a change from 40 to 20 minutes of staff preparation and review per item.
= 100 staff hours / month
This represents a modeled 50% reduction in time spent on this task, rounded to the nearest whole percent. It is potential staff capacity, not a claim of cash savings or additional revenue.
Implementation effort, ongoing review, maintenance, and model or infrastructure costs would need to be measured separately. Actual outcomes depend on document quality, case complexity, and adoption.
Useful in a demo.
Proven in the workflow.
- Staff time per item, including corrections and review
- Accuracy and completeness on representative cases
- Exception rates, rework, and turnaround time
- User adoption and ongoing operating cost
Compare a documented baseline with a bounded pilot using comparable cases. Agree on quality and approval criteria before expanding the workflow.