12 min readCase Study

Reference Laboratory Automation: Transforming High-Volume Operations

See how a national reference laboratory automated order entry and results delivery, reducing processing time by 43% and recovering $1.2M in annual revenue.

45,000
Daily Volume
-43%
Entry Time
97.9%
Delivery Success
$1.2M
Revenue Recovered

The Situation: Scale Creates Unique Problems

National Reference Labs (NRL) processes over 45,000 specimens daily from more than 3,000 client accounts across 28 states. At that scale, small inefficiencies multiply into massive problems.

Order Entry Bottlenecks

6.3 minutes average per order, 120 staff doing nothing but data entry

Results Delivery Failures

8% of results failing to reach physicians on first attempt (3,600+ daily)

Billing Leakage

14.2% denial rate representing ~$4.8M annually in unbilled services

The Solution: Intelligent Automation Where It Matters

Phase 1
Intelligent Document Processing (3 months)

94% handwriting accuracy, pre-validation of missing fields, routing of problem orders. Entry time dropped 43%.

Phase 2
Client Data Hygiene Program (2 months)

Automated verification for top accounts, failed delivery intelligence, client self-service portal. Failures dropped from 8% to 2.1%.

Phase 3
Upstream Billing Validation (4 months)

Eligibility verification at order entry, diagnosis code validation, prior authorization flags.

The Results: 18 Months Post-Implementation

MetricBeforeAfterChange
Order entry time6.3 min3.6 min-43%
Data entry error rate3.8%0.9%-76%
Same-day accessioning71%94%+23 pts
Results delivery failures8%2.1%-74%

Operating a High-Volume Lab?

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