From Manual Workflows to Smart Labs: The Growing Role of Laboratory Information Systems

Haider Ali

March 20, 2026

Laboratory Information System

What Pathology Labs Used to Look Like

If you spent any time in a pathology lab in the 1990s or early 2000s, you remember what the workflow looked like. Requisition forms arriving with specimens. Paper logs maintained at the accessioning bench. Physical case folders that traveled through the lab alongside the tissue blocks and slides. Results dictated into a recorder and then typed by a transcriptionist. Reports faxed to referring clinicians. The whole thing was enormously labor-intensive and held together by the institutional knowledge of long-tenured staff who understood which things needed to happen in which order.

The first wave of laboratory information systems, which started reaching pathology departments in earnest through the 1990s and 2000s, addressed some of this, particularly around specimen logging and report generation. But early LIS platforms were often limited in scope, difficult to configure, and designed with a one-size-fits-all mentality that did not map well onto the genuine diversity of pathology lab environments. A community hospital lab, a high-volume reference laboratory, and an academic medical center each have meaningfully different workflow structures, and a platform that worked adequately for one often worked poorly for the others.

How Modern LIS Platforms Are Different

What has changed over the past ten to fifteen years is a maturation of the LIS market, particularly for anatomic pathology software, that has produced platforms genuinely capable of handling the complexity of real-world laboratory environments. The best of these systems today are not digital filing cabinets. They are active participants in workflow management, and the difference shows up across every stage of the process:

  • Specimens are tracked through every stage of processing with full chain-of-custody documentation
  • Quality checkpoints are enforced by the system rather than depending on individual memory
  • Task lists and routing instructions are generated automatically based on specimen type and workflow rules
  • Exceptions and anomalies are flagged in real time rather than discovered downstream
  • Data is captured in structured formats that can be analyzed, reported on, and extracted for downstream use

The Pressures Pushing Labs Toward Modernization

The shift from manual to digital workflows has not happened all at once, and it has not happened uniformly. There are still labs operating on paper-based systems or on first-generation LIS platforms that are showing their age. But the direction of travel is clear, and the pressures pushing labs toward modernization are intensifying. These include:

  1. Regulatory requirements around documentation and audit trails are becoming more demanding
  2. Quality accreditation standards expect more systematic approaches to error tracking and process improvement
  3. The sheer volume of work, driven by an aging population and expanding cancer screening programs, makes old manual approaches increasingly untenable
  4. Clinicians and referring facilities expect digital integration and faster turnaround times

More Than a Technology Upgrade

The transition to a modern LIS represents a fundamental rethinking of how a lab operates, not just a technology upgrade. When a lab goes from paper logs to a digital system, it is not simply replacing paper with screens. It is redesigning the information flows that connect every step of the process. That redesign forces decisions that paper-based workflows often left implicit. How are specimens received and logged? When and how are case assignments made? What constitutes a complete case before it goes to the pathologist? How are amended reports tracked and communicated?

The Resilience Benefit: Protecting Against Turnover

One of the underappreciated benefits of a well-implemented LIS is what it does for new staff onboarding. In labs that rely heavily on institutional knowledge, staff turnover is a genuine vulnerability. When a long-tenured employee retires, a significant amount of operational knowledge goes with them. A modern LIS that has the workflow encoded in the system itself is more resilient to turnover. New staff can follow structured processes, see where they are in the workflow, and understand what is required at each step without relying entirely on experienced colleagues to guide them.

Integration and Connectivity

The integration capabilities of the best LIS platforms have expanded considerably. Today’s leading systems are built to connect with:

  • Electronic health record systems from major vendors
  • Billing platforms for streamlined revenue cycle management
  • Molecular diagnostic instruments generating genomic data
  • Digital imaging systems for whole slide review
  • External reference laboratories for send-out testing

That connectivity is increasingly important as pathology labs become more embedded in broader clinical workflows, with results expected to flow automatically into ordering physician portals, treatment planning systems, and population health databases. The platform matters because everything else builds on it.