BUSINESS OPERATIONS / MODELED IMPROVEMENT SCENARIO
From 62 Days to 30: What If the Problem Isn’t Staffing?
A service organization processing thousands of requests each year faces a familiar problem: too much work waiting between people, approvals, and disconnected systems. This modeled scenario shows how connecting existing applications and redesigning handoffs could help reduce turnaround time without simply adding staff.
The challenge
In the scenario, approximately 4,500 requests move through a multi-step process each year. Average turnaround is 62 calendar days, with roughly 800 requests in progress. Leadership wants to reach 30 days and reduce work in progress below 400. The process involves routing, approval gates, document preparation, and manual re-entry into an archive. The central question: is the delay caused by too little specialist capacity, or by the time requests spend waiting?
The operational insight
At a steady flow of 4,500 requests annually (about 12.33 per calendar day), Little’s Law implies roughly 764 items in progress at 62 days and about 370 at 30 days. These figures are directionally consistent with the scenario’s reported queue and target. They are not proof of the bottleneck: the timing basis, work-in-progress definition, and stage-level aging must first be verified.
How TrueClarity could help
The proposed approach connects an existing line-of-business application, document archive, and Microsoft 365 environment. TrueClarity would support stage-level visibility, routing by specialty, assisted document drafting, and removal of duplicate data entry. People would retain responsibility for substantive evaluations and approvals. The first step is to measure where work actually waits, then prioritize the changes that address the verified delays.
Three alternatives
| Approach | Estimated year-one cost | Modeled result |
|---|---|---|
| Add staffing | $130,000 | 48–52 days; target not met |
| Connect systems and automate workflow | $55,000–$57,000 | About 40 days by month 4; 32–34 by month 9 |
| Automation + triage and service redesign | $92,000 | 30 days by month 6; ≤400 in progress by month 8 |
All alternatives are scenario estimates. The third option includes process triage, service-tier redesign, and specialist incentives; its outcome is conditional on validation and implementation.
What could the economics look like?
The comprehensive option models approximately $122,000 in annual gross economic benefits at steady state against $45,000 in annual ongoing costs: $77,000 in potential annual net benefit. The gross benefit-to-cost ratio is 2.7×; annual net ROI on ongoing cost is about 171%. These are not achieved results, and no payback period is claimed until implementation timing, costs, and benefit ramp are confirmed.
Scenario estimate · Not achieved results
What could the comprehensive option be worth?
Reference scenario: modeled annual economics at steady state—not a year-one forecast.
- Annual gross benefits
- $122K
- Annual ongoing cost
- $45K
- Potential annual net benefit
- $77K
- Gross benefit/cost
- 2.7×
These are scenario estimates, not achieved results. No payback period is claimed until implementation timing, costs, and benefit ramp are confirmed.
Reference scenario assumptions and formulas
- Approximately $122,000 in annual gross economic benefits at steady state against $45,000 in annual ongoing costs.
- Potential annual net benefit = $122,000 − $45,000 = $77,000.
- Gross benefit/cost = $122,000 ÷ $45,000 ≈ 2.7×. This is not a percentage ROI.
- The prior model’s annual net ROI on ongoing cost is about 171%; this is not a year-one ROI or an achieved return.
- The $92,000 estimated year-one cost in the alternatives table is separate from the $45,000 ongoing annual cost basis. Its implementation/operating split is not assumed here.
- The source model has not supplied the benefit breakdown or operational inputs needed to reproduce $122,000. The calculator below is a separate estimate and does not backfill those assumptions.
Explore your own assumptions
Inputs not supplied by the scenario start at zero; only ongoing annual cost is prefilled at $45,000. Calculator outputs below do not update the reference scenario above.
Calculator formulas and adjustable assumptions
Illustrative default: 260 working days. Use 365 for calendar-day cycle times, or your actual operating days. Both cycle times must use the same basis.
Illustrative default: 2,080 hours. Replace with your applicable annual labor-hours basis.
- Implied work in progress = annual requests ÷ days per year × cycle time. Assumes stable throughput and comparable process boundaries; fractional results represent average items in progress.
- Annual recovered hours = recovered FTE-equivalent × annual hours per FTE. Annual capacity equivalent = recovered hours × fully loaded hourly rate.
- Cycle-time changes do not automatically imply labor-hours savings. Recovered FTE-equivalent must be separately estimated and validated.
- Annual gross benefit = capacity equivalent + incremental margin-based benefits, only when they do not overlap. Otherwise enter only one valuation, or remove the overlapping amount.
- Annual net benefit = annual gross benefit − ongoing annual cost. Gross benefit/cost = gross benefit ÷ ongoing annual cost.
- Year-one cost basis = implementation cost + ongoing annual cost, assuming the two inputs do not overlap. The year-one bridge below assumes full-year steady-state benefits; it is not a ramp-adjusted forecast.
- No payback period or percentage ROI is calculated. Capacity value is not necessarily realized cash savings or profit.
Your illustrative estimate
- Implied work in progress · current
- Implied work in progress · target
- Annual recovered hours
- Annual capacity equivalent
- Annual gross benefit
- Potential annual net benefit
- Gross benefit/cost · ongoing annual basis
Implementation cost bridge
Total year-one cost basis:
Full-year steady-state benefit less year-one costs:
Not a year-one forecast. Confirm implementation timing and benefit ramp before using these figures.
Enable JavaScript to change inputs. The reference scenario above remains readable without JavaScript. The separate calculator’s default inputs imply zero benefit and a $45,000 annual net cost; they do not reproduce the reference scenario.
A phased path, with a decision gate
Start by connecting systems and measuring the time spent in each stage. Use the first four months to address routing, document preparation, and manual re-entry. At month four, evaluate the observed data before funding additional triage, service tiers, or incentives. This limits risk and ties investment to evidence rather than assumptions.
The takeaway
When a process takes twice as long as it should, hiring more people may only make an inefficient process more expensive. TrueClarity can help organizations connect their systems, expose bottlenecks, and reduce avoidable administrative work—so their specialists spend more time doing the work that matters.